diff --git a/Autograd23FabricationAwareInvdes.ipynb b/Autograd23FabricationAwareInvdes.ipynb new file mode 100644 index 00000000..e920117e --- /dev/null +++ b/Autograd23FabricationAwareInvdes.ipynb @@ -0,0 +1,53748 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e2c5f771", + "metadata": {}, + "source": [ + "# Fabrication-Aware Inverse Design (FAID) of a Wavelength Division Multiplexer\n", + "\n", + "This notebook extends the [Adjoint Optimization of a Wavelength Division Multiplexer](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd9WDM/) by incorporating fabrication awareness into the design process. Specifically, we integrate a differentiable computer vision model from [PreFab Photonics](https://www.prefabphotonics.com/) into the topology optimization loop to predict and optimize the manufacturability of photonic device designs. This approach, known as *fabrication-aware inverse design* (FAID), results in devices that are inherently more robust to fabrication variations.\n", + "\n", + "Unlike optical proximity correction (OPC), which adjusts designs to compensate for lithography-induced distortions after the design phase, FAID directly optimizes for manufacturable designs by using fabrication predictions within the design loop. While OPC can enhance design fidelity, it may not ensure manufacturability for complex features. FAID focuses on creating features that are inherently realizable by the fabrication process, leading to designs that are more practical to manufacture.\n", + "\n", + "\"Schematic\"\n", + "\n", + "For a deeper look at the FAID concept, refer to this [paper](https://arxiv.org/abs/2410.07353) by Lukas Chrostowski's group at the University of British Columbia. Additional information on PreFab's virtual nanofabrication models can be found in the [PreFab documentation](https://docs.prefabphotonics.com/)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c76c454e-e2c8-40ab-a4ed-e41a5e3e0d65", + "metadata": {}, + "outputs": [], + "source": [ + "import autograd as ag\n", + "import autograd.numpy as anp\n", + "import matplotlib.pylab as plt\n", + "import numpy as np\n", + "import tidy3d as td\n", + "import tidy3d.web as web\n", + "\n", + "np.random.seed(2)" + ] + }, + { + "cell_type": "markdown", + "id": "0b809e8d", + "metadata": {}, + "source": [ + "## PreFab Setup" + ] + }, + { + "cell_type": "markdown", + "id": "6fc2775c", + "metadata": {}, + "source": [ + "First, we will need to install the latest PreFab Python package." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10218c45", + "metadata": {}, + "outputs": [], + "source": [ + "%pip install --upgrade prefab" + ] + }, + { + "cell_type": "markdown", + "id": "5c280837", + "metadata": {}, + "source": [ + "PreFab models operate on a cloud platform. To make prediction requests, you must first create an account. Run the following cell or visit the [PreFab website](https://www.prefabphotonics.com/signup) to create an account." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8e12ebf5", + "metadata": {}, + "outputs": [], + "source": [ + "import webbrowser\n", + "\n", + "_ = webbrowser.open(\"https://www.prefabphotonics.com/signup\")" + ] + }, + { + "cell_type": "markdown", + "id": "b8342818", + "metadata": {}, + "source": [ + "To associate your account, a token is required. This action will prompt a browser window to open, allowing you to log in and authenticate your token." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "aa638e5d", + "metadata": {}, + "outputs": [], + "source": [ + "# !prefab setup" + ] + }, + { + "cell_type": "markdown", + "id": "8e4b8bde", + "metadata": {}, + "source": [ + "Lastly, to verify that PreFab is properly configured, we can make a test prediction request.\n", + "\n", + "From the test prediction results below, we can see how the predicted structure undergoes corner rounding and loss of small features, as expected from the fabrication process.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4e8bb4f8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Prediction: 100%|\u001b[32m██████████████████████████████\u001b[0m| 100/100 [00:03<00:00, 25.32%/s]\u001b[32m\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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YPF18Naw32uGqqQVcfJtIR8nSH9yvBA69dmABqWRpaLOxjBiAs5d3wrqnFyEE6/837Dr+9Pz1sedx/eD3UV/kxMDXZqLXZ9WwbCjs8PWalSz9wf2qKQ49L7GAVLI0tNlU3zAaj73wKsZFOwGE+uQ2wi2hODB9CSrurMb/63klH/G1gyz9wf3qYnz1phdYQCpZGtpsqieNxl1Pf/C/ged7MZYIHP3XANjn/MAvtxcsZOkP7lfN49DTiAWkkqWhzUaxDcEjzy3FHdZyv91muCUUB374OuqvcAAhvnlUGWxk6Q/uVy3j0NOABaSSpaHNxjJsAN5+ZwkmxNQbcvs7bcuxomQdXFcNM+T2A4Us/cH9qnUcem1gAalkaWizqb1mFJ56/zV0Do0xbA3hllB0Do3BsQlRqJg81rB1yEyW/uB+1TYOvVawgFSyNLTZnL9xDO56cRWGRkYavRQAwIE7l+DhP7xu9DKkI0t/cL/ShkOvBSwglSwNbUb20SG43fqd0cto4odR36H7pjiU38cXtwDy9Af3K+049JrBAlLJ0tBmVHPdaORPfs7oZVykc2gMXu25HlXdTf81nNL0B/cr73DoXYAFpJKloU+VlRpyu0ayREbCPjoUXUNjjV4KtUCW/uB+pXI6GzQfy6HnodRewgKCXA1dXnbCkNs2UvETw3Fg+hKjl9GqzCsO4/DTNoTEmm8wO51OafqD+5W6XxUV79J8vKFDb8mSJRg8eDCsViusVitsNhtWr17tPr+mpga5ubno0qUL4uLikJOTg5MnTza5jmPHjiE7OxsxMTFISkrCgw8+iIYG7VPfU5n9KAtIooF3ovQwklIvMeT2jfTB/3vB6CW06YOMz1E0dQlCOsUZvRT/cgIlhw5K0x/cr8R+pZWhQ6979+546qmnUFBQgG3btuGnP/0pbrjhBuzZo34K/Jw5c/Dxxx9j5cqVyMvLQ2lpKW688Ub35Z1OJ7Kzs1FXV4eNGzdi+fLlWLZsGebPn9+u9aSm9GYBSTTwLkm7FN1S0wxZA1GzDgG11dXS9Af3K3W/ykgfovlyFkVRpHpGOjExEc8++yxuuukmdOvWDW+99RZuuukmAMD+/ftx+eWXIz8/H2PHjsXq1atx7bXXorS0FMnJyQCAV155BQ899BBOnTqFiIgITbfpcDgQHx+PEUOvMiQ82QpIpoauUhzYs30rRmMcrJbOhqzJ3144mo8BEdFGL0OTH878FWJLKqEU7Gn74ADnUL7HlpC16JNxObrFGfMfYxx4qgv3q+ioWBQU5qGiogJWq7XVy0rznJ7T6cSKFStQVVUFm82GgoIC1NfXY/z48e5j+vfvj549eyI/Px8AkJ+fj0GDBrkHHgBkZWXB4XC4Hy02p7a2Fg6Ho8mPUWQsIFkGnhl9P82GxJDA+YDnj15+EUevN9GrejOAmFhj/qQrQ38Ew35l+NDbtWsX4uLiEBkZiXvvvRerVq1CZmYm7HY7IiIikJCQ0OT45ORk2O12AIDdbm8y8BrPbzyvJQsWLEB8fLz7p0ePHvr+UhoFQwHpRYaGlsGAGbuRGhZYz5O5IqX6Y5FvGfS6HRn6I1j2K8OHXr9+/VBYWIjNmzdjxowZmDZtGvbu3evT25w3bx4qKircP8ePH/fp7TUnWApIDzI0tBQsFoQgsAZI59AYjL0q+P+0aSQZ+iOY9ivD30EYERGB9PR0AMCIESOwdetWvPzyy7jllltQV1eHs2fPNnm0d/LkSaSkpAAAUlJSsGXLlibX1/jqzsZjmhMZGYlIAz/aKZgKqKNkaGhZHFw0Cp/2eAUS/LeoV7pFVOL0JWloOGG+91T6mgz9EWz7lXTd5XK5UFtbixEjRiA8PBxr1651n3fgwAEcO3YMNpsNAGCz2bBr1y6Ul4uvW1mzZg2sVisyMzP9vnYtgq2AOkKGhpZKCP73LeiB5fnU7dj7SHejlxF0ZOiPYNyvDH2kN2/ePFxzzTXo2bMnzp07h7feegtfffUVPv/8c8THx2P69OmYO3cuEhMTYbVaMWvWLNhsNowdq37S+4QJE5CZmYmpU6fimWeegd1uxyOPPILc3FxDH8m1JBgLqL1kaGiZuK4cislj841eRrvdNnYTtl0xHJYNhUYvJSjI0B/Bul8ZOvTKy8tx++23o6ysDPHx8Rg8eDA+//xz/OxnPwMAvPjiiwgJCUFOTg5qa2uRlZWFxYsXuy8fGhqKTz75BDNmzIDNZkNsbCymTZuGxx9/3KhfqUXBWkDtIUNDy+b7ftH4U5L2T5WQzZPJ32BU3yuQuMHolQQ+GfojmPcrQ4feq6++2ur5UVFRWLRoERYtWtTiMb169cKnn36q99J0FcwF5C0ZGlo6IaGoS7AYvQqSgAz9Eez7VeA9gRBggr2AvCFDQ8sotP9l+OaBxW0fSEFNhv4ww37FoedDZiggrWRoaPKxnNMI7dbN6FUEJBn6wyz7FYeej5ilgLSQoaHJ97YOfwfommD0MgKODP1hpv2KQ88HzFRAbZGhoWXntEYZvQQyiAz9Ybb9ikNPZ2YroNbI0NDSs1jw5kq5vzvPG6dHdTV6CQFDhv4w437FoacjMxZQS2Ro6EBQfp8NMZZwo5ehm4///Bxg4StR2yJDf5h1v+LQ04lZC6g5MjR0oMj51ReICdH2FVgUHGToDzPvVxx6OjBzAV1IhoYOFJawsID7gGktLBq/x9KMZOgPs+9XHHodZPYC8iRDQweSQ68PxMNdDxi9DF0lhcZi+KZqo5chJRn6g/sVh16HsIAEGRo6kIQMzcQP+hw2ehk+MTruMOqyRhq9DKnI0B/cr1Qceu3EAhJkaOhA8+34BLze62ujl+ETk2IrcXxag9HLkIYM/cH9SuDQawcWkCBDQ5N83rL9HWen2oxehuFk6A/uV01x6HmJBSTI0NCBqCpnDNbPft7oZfjU6MhwVKRbYAk374taZOgP7lcX49DzAgtIkKGhA1FITAy+XLgY8SHRRi/F5/bfvRiuUZcbvQxDyNAf3K+ax6GnEQtIkKGhA1XxI0MQAvO8efvoLKDkcXP9mVOG/uB+1TIOPQ1YQIIMDR2oip8fi41Tn0OoxTxtd/Cq5fjDLSuMXobfyNAf3K9aZ57uaycWkCBDQweqkJgY9Bhchq6hsUYvxe/CLU6EWq1GL8PnZOgP7ldt49BrBQtIkKGhA1Vo1y448Ep/fDngQ6OXYoicOAcSPwtBaMalRi/FZ2ToD+5X2nDotYAFJMjQ0IEqJCYG+1/ohcPjXzN6KYb6Z++vcHhqstHL8AkZ+oP7lXYces1gAQkyNHSgKn5+LGo+7Gb6gdfozp//F47VlyGkUyejl6IbGfqD+5V3OPQuwAISZGjo81WVhtxuR4TExODIkzZs+n/Pm/ZPms15qEsR8oe8h9Hrz8ASGWn0cjpMhv7gfuU9Dj0PlVUOFtD/yNLQJUUHDbnt9grNuBQfFa3DvmmLTPmiFS3+2G0P0tcDriuHIrRLotHLaRdZ+oP7larUXqL5WP/fSxIrOrQTMTGdTF9AMjV0ZHQ0qgPk0d7302yoSAfCLaFGL0V6f71kM/DOZvT5fDqshf2R8vJGo5ek2amyUpSXnZCiPzjw1P2qzH5U8/Eceh5YQHINvOjoOHRPvwz7d243ZB1a1V09Ciem1eFfY1/GiEjzfuxWexzJehXnf1aHoWPvRuy6WCQtlnz4lYEDD/LtV6kpvTUPPg49DxmXDWIBSTTw+mUMRU3IeUPW0SaLBSGRkRixqQqjY9/E9bHnAXDgtUdMSAQOXrUcBWPrsPrewdgwZShcuw4AioRfsFsGJKVeIk1/cL9S96uUpB4ceu3BApJr4IWGhkGGLxYP7dYN6NbZ/e+DdyVi0y3qB0bzeTv9jIiMwIjI/aj4dAf+6eiLf98kPr7Mua9IjiGYCnRLTTPkpjnwhAv3K6dT+1dZcegZSNYCMoIMDX2hkJgYnLptCEJu/A5bhr1zwbkcdr4SHxKN3ITjyP3vcfdpw/58H0Jr1KGX/N9v0VByvKWL+1aqMTcrQ38Ey35l/M5iUsFSQHqQoaEbua4ahkO3hQMAQmLrUTxuiWFrIWHH7xe7/7/tphzYS0YDAJI2hCLhjXyjluUXMvRHMO1XHHoGCKYC6igZGvrwUzZc+ePdAICR1v8iN8GgRxGkSf6Q94Ah6v//bHwk3s5VB+Dmb3uhx027DVyZ/mToj2Dbrzj0/CzYCqgjjGro0C6JsERF4dyo7ljy0svoHpZviu+3C0ZXx9Ti6p7rAAC1Pb7AoaMNuPnvD6DPsqNoOFFq8Oo6hgNP0HO/4tDzo2AsoPbyd0NbIiNRlT0UADDs4e1YmPbF/87hsAsWkZZwDIgIx97cxXDe58KVv7kPYbXq84CdNhyB82S5wSvUjgNP0Hu/8vqePHLkCNatW4eSkhKcP38e3bp1w7Bhw2Cz2RAVFdXhBQWrYC2g9jCioYufGI6iKXx+zixCLSHIf/4V979/OPNXiHk/MIYeB57gi/1K87355ptv4uWXX8a2bduQnJyMtLQ0REdH48yZMyguLkZUVBQmT56Mhx56CL169dJlccEimAvIW0Y0dNFfx+CbSS8C4H+UmdWgeTux4fbLkTJpn9FLaRUHnuCr/UrTZ28OGzYMCxcuxB133IGSkhKUlZWhoKAA69evx969e+FwOPDhhx/C5XJh5MiRWLlypW4LDHTBXkDe8GdDh3TqhDN32fDrQ/tRcMOLiAvhwDOzxZdswrZR/8SvD+1H8fNj1W96sFiMXlYTHHiCL/cri6K0/Y7Pzz//HFlZWZqu8PTp0zh69ChGjBjR4cX5i8PhQHx8PEYMvUrXQjNDAWnV3oauUhzYs30rRmMcrJbObV8AgGIbgrffWYLOoTEdWTIFMafiwnU/uxXOvdo/0NyhfI8tw9diAEYh1qLvN8Fz4Ant2a+czgYUFOahoqICVmvr2Wh6pKd14AFAly5dAmrg+UogF5De/NnQ1ZNG4zdvvMWBR60KtYTg0NQuRi8DAAeeJ3/sV+2+d8vLy1FeXg6Xy9Xk9MGDB3d4UYHOTAXUFr8OvBtG466nPsCEmHqf3QYFj123L0Rm9Cykz95k2Bo48AR/7Vde38MFBQWYNm0a9u3bh8a/jFosFiiKAovFAqfTqfsiA4nZCqg1fm3o0YPw2AuvYly0ueuPtIu0hGNzzvN4ffwgrHguC52X+feTXTjwBH/uV17fy3fddRf69u2LV199FcnJybBI9mSwkcxYQC3xZ0Nbhg3Av977G/+kSV7rGhqLlceHoevqYvjzP5c48AR/71de39OHDx/Ge++9h/T0dF+sJ2CZtYCa4++GvvvtjznwqN3yh7yH9BfvQN/7FThPnfL57XHgCUbsV5peyOJp3Lhx2Llzpy/WErDMXEAX8ndD2+f8AEMjA/vjpnzlg6o4XPnNjRi85TZ8XQP0+egePHxyMO47MdbopUnn0I+X4djfkmAJ9+13InLgCUbtV17f4//4xz8wbdo07N69GwMHDkR4eHiT86+//nrdFhcIzF5Anoxo6LgsOy4Lj/P57QSa0fNmIL64GvGlZxFffw5PXHonLt+xH9svGwSL04kf9xiE893CsOVJfkpNox1jXsf14T+EUl/nk+vnwBOM3K+8vtfz8/OxYcMGrF69+qLzzPZCFhaQYERDH5v/AxQMfAn8xnL1fWdbaxVMWZWLvguK0Pn0JkBR0PjVmiHHv1Wfs9qxBwqAyG+ASIsFoywz8JdH/4rLI+r4ods+xIEnGL1fef3nzVmzZmHKlCkoKyuDy+Vq8sOB539GFxBgTEOHpSTDmVmJmBAOPADYWqvgsUtH4LIHNsH53Wlt3zKuKEhcmo/HLh2BoR/dj18c+YnvFyqxEFhwJmcIXD8cpuv1cuAJMuxXXg+906dPY86cOUhOTvbFegICC0gwqqHPjemFgz963S+3JbvMjVNw+4qZHbqOvvdtwdlJ5v7SlVBLCJY98TxOD9DvI+s48AQZ9iugHUPvxhtvxJdffumLtQQEFpBg2Pfhde6M4fO3++W2AkHS0mj0eTi4vz3cX7qEKjjXW5/r4sATZNivGnmdQt++fTFv3jysX78egwYNuuiFLL/+9a91W5xsWECCoQ0dEY6XUrf57/YkNW7v9Yi6JwRRJ76Bhj9mtsn53XfIvnIS9s9KQfEtr7R9gSCUFBqLrkM6/hVEHHiCDPuVp3a9ejMuLg55eXnIy8trcp7FYgnaoccCEmRoaAIcNVEIO6z9A5PbpChoOHwU4edS9btOE5KhP7hftaxdXyJrNiwgQYaGJpKVDP3B/ap1Xj+nZzYsIEGGhibVphonYpcYU4vUPBn6g/tV27xOxel0YtmyZVi7dm2z37LwxRdf6LY4o7GABBkamoTi+iRE/nurT67b4rTAqbgQajHnfxO/lbkcN8z9LVJf2Kj5MjL0B/crbbxO5v7778eyZcuQnZ2NgQMHBu0HTrOABBkamvyn5+P5+JHtJmwY/L7RSzFEn/A41HbW/tIgGfqD+5V2XqezYsUKvPPOO5g4caIv1iMFFpAgQ0OTnykKnC5zPsoDgI+qYpC4T9vQk6E/uF95x+vKjoiICOpvWGABCXI0tHk+5UcWVTljMOsy874X95wrGqF1bQ89OfqD+5W3vB56DzzwAF5++WX3F8gGExaQIEtDlxzS8SX5pMl3Q0IwudNpo5dhmH9/NxjxBfZWj5GlP7hfqSqrHJqP9Tqp9evX48svv8Tq1asxYMCAi96c/v77gfs8QFHxLtTUVLGAJGro2upqv992ILg17hSefO9qdM/ZY/RSgs4RRyKsR4pbPP98VSWOFR2Uoj848NT9quiQ9q+78zqthIQE/PznP/f2YgGhuroS/fsNN30ByTLwqqsr0SujL44c2Of3Ncgu1BKCmMh6o5dhPlVASdFBxEjSHxx4Yr+qOq/t0Z7XiS1dutTrhQWKjPQhLCCJBl6/vsNgiQnOVwfLKvTyDAz8SZHRy5BXERAZHS1Nf3C/Uver9EsHonDXBk2XM+9LtJoRF2s15HZlKyCzN3SgeClzBU5Pt+l2faEJ8Rj0VhHevey/ul1n0IkGeqX3NXV/BPp+pWnoXX311di0aVObx507dw5PP/00Fi1apHkBZhfoBaQXbxraWX4Ko+fN8OPq5HRFVAjef+xZ1E8Y2eHrCk2IB1KT8HRyYccXFsA+qopB56lnWz4gHQgNDfXbehpx4Akd3a80HX3zzTcjJycH8fHxuO666zBy5EikpaUhKioK33//Pfbu3Yv169fj008/RXZ2Np599tl2/TJmEwwFpAevG1pREH+4Bu9VWpETp/1VW8GoZ1gcTo6IQJJlJCI+b/83T8R9EoZ3Ll2p48oC04JD18D6XcsvYoH/5x0Hngc99itNl5g+fTqmTJmClStX4u2338b//d//oaKiAoD6zQqZmZnIysrC1q1bcfnll3u9CDMKlgLqqPY2dMi6HXh45WTk3LnExyuU355Zi7GpxonHLh3h9WVDBvfHkZs648Euq3ywssBSrziRkFMGV9uH+g0HnqDXfqX5UpGRkZgyZQqmTJkCAKioqEB1dTW6dOly0dsWqHXBVEAd0dGG7rPqHB64ejieT+UXyvYLr8X3/86A86Ou6Po37V8oe2ZIZ+z/Jf/DQUYceIKe+1W7LxkfH4/4eL7QwFvBVkDtpUdDK9t24+uyvgCHHjqHxmDLsJXYM6Aau+amAQAWH/0xYm8ocx+jDMrAgXsjYakKxZNZ7wAA0sILjViudM676jDuwV/Der7t1y74AweeoPd+xQ9S9KNgLKD20LOhE68rwnsH+NxeowER0RgQ8T0A4NZBq1Bf7PkxbhsQAvUtIGb9BoWWjHlpNtL+pf1bFXyJA0/wxX7FyveTYC0gb+ne0IqC33xxK368e5Iu6ws24ZbQJj+hlhAOPA/f1NXg8g1Tkbi/weilAODA8+Sr/YqP9PwgmAvIG75q6L73boHryqHAO7pcHZnIR46h6HnzLqOXAYADz5Mv9yv+J5+PBXsBaeXrhg7bWYzxv7iLj/hIs7G/vRfrp48yehkAOPA8+Xq/8nroTZs2DV9//bWuiwhWZiggLfzR0K5z5xD61XaUHE7Cv89H6X79FDyO1Feq35m35RSUrcY/yuPAE/yxX3k99CoqKjB+/HhkZGTgySefxIkTJ3RfVDAwSwG1xd8N3ffeLVjYdwC+d5736e1Q4Prp6rlYlNEXzoOtvAndTzjwBH/tV14PvQ8++AAnTpzAjBkz8Pbbb6N379645ppr8O6776K+3rtPfV+wYAFGjRqFTp06ISkpCZMmTcKBAweaHFNTU4Pc3Fx06dIFcXFxyMnJwcmTJ5scc+zYMWRnZyMmJgZJSUl48MEH0dBg3BPTZiqg1hjW0IoLY5c/gCFbbvPP7VFAKHdWoe/yGej+uRwfYs6BJ/hzv2rXc3rdunXD3LlzsXPnTmzevBnp6emYOnUq0tLSMGfOHBQVafuU9ry8POTm5mLTpk1Ys2YN6uvrMWHCBFRVVbmPmTNnDj7++GOsXLkSeXl5KC0txY033ug+3+l0Ijs7G3V1ddi4cSOWL1+OZcuWYf78+e351TrMbAXUEkMbWlHQ+5F8dJ91Dj/M/RWePp3hv9smKfX/+324ecYc9JmXj5hVm41eDgeeB3/vVxalA1+BXlZWhtdffx1Lly7Ft99+i5ycHJw4cQJ5eXl45plnMGfOHK+u79SpU0hKSkJeXh5+9KMfoaKiAt26dcNbb72Fm266CQCwf/9+XH755cjPz8fYsWOxevVqXHvttSgtLUVycjIA4JVXXsFDDz2EU6dOISIios3bdTgciI+Px4ihV3XoDjdjATVHz4auUhzYs30rRmMcrJbO7bqO0C6JULonY/FHf0ef8Lh2r4UCz8QDE2H5hQvO785Aqa/r0HU5lO+xZfhaDMAoxFra/40sHHiCXvuV09mAgsI8VFRUwGptPRuvH+nV19fjvffew7XXXotevXph5cqVmD17NkpLS7F8+XL897//xTvvvIPHH3/c64U3fp5nYmIiAKCgoAD19fUYP368+5j+/fujZ8+eyM9XP2opPz8fgwYNcg88AMjKyoLD4cCePc1/q3RtbS0cDkeTn44KpgLqCFkausmaTp+Ba+c+3H3Hr3F7yY9we8mP+JxfEHu1IgXHGiox/diV2L+rBxrK7B0eeHqRpT/MvF95fSupqalwuVy47bbbsGXLFgwdOvSiY37yk58gISHBq+t1uVyYPXs2rrjiCgwcOBAAYLfbERERcdF1JScnw263u4/xHHiN5zee15wFCxbgj3/8o1fra42ZC8iTLA3dktAvt+Pk/75+bvTTDyAyw4HdY980dlGkm4LaOtz0+Uz0XuXC86Mj0POZAmTUGv+nzEay9IfZ9yuvb+nFF1/EzTffjKioll8WnpCQgCNHjnh1vbm5udi9ezfWr1/v7ZK8Nm/ePMydO9f9b4fDgR49erTrusxeQI1kaWitLn0oH6HJSRg1Uf1ePiUU2PDHhYi08MPTA8nP9l2Hs//sDgCIPOdC33fVIdfjc6Ddz9v4gCz9wf2qHUNv6tSpui9i5syZ+OSTT/D111+je/fu7tNTUlJQV1eHs2fPNnm0d/LkSaSkpLiP2bJlS5Pra3x1Z+MxF4qMjERkZGSH180CUsnS0N5ynixH4tJy979/vuEX7v+f/sZRzE/+CgAQYwlHTEjbzw2T73znrGry78MNEfhD9mREnKlAol37t0oYQZb+4H6lMvRjyBRFwaxZs7Bq1Sp89dVX6NOnaRAjRoxAeHg41q5di5ycHADAgQMHcOzYMdhs6t+pbDYb/vznP6O8vBxJSUkAgDVr1sBqtSIzM9Nna2cBqWRpaD0494lXHR8YZcFkXAkAOPGQDTff9hUAoHvEGUyPb/7P5qS/z85HIr8qHVuv6gpnxQXPvSsHjVmUF2TpD+5XgqFDLzc3F2+99RY+/PBDdOrUyf0cXHx8PKKjoxEfH4/p06dj7ty5SExMhNVqxaxZs2Cz2TB27FgAwIQJE5CZmYmpU6fimWeegd1uxyOPPILc3FxdHs01hwWkkqWhfcLjRc2XPLURG59SH+mFDPwxnno4Cn8Y8TEmdzpt1OqC3sH6KmRvyEXKysj/vcWgwugleU2W/uB+1ZShQ2/JEvXLK3/84x83OX3p0qW44447AKjPIYaEhCAnJwe1tbXIysrC4sWL3ceGhobik08+wYwZM2Cz2RAbG4tp06a169WjWrCAVLI0tL+5du/Hpb8A/nZDDp65NAznUxQUTeWXsOrh1iM/xb53+wMAIioUXPqa3H+2bI0s/cH96mIdep9esND6Pj0WkMqfDa3H+/R8KSQmBs5hfQEAE//vK+QmFCPcEmrwqgLPk9/1w/obM+E85N0L4PxJ6/v0OPAEf+1X3rxPj18tpJGZCqg1sjS0LFznz8OyoRAA8P63w7B6+o/w+fuvG7uoALGv7jx21l6C0vrO+HpUApRaeQeeVrL0B/erlvGrhTRgAalkaWhZRWcdQVhJOcYW3oRFZ9v3Fhiz2FDjwuSnHsDSfr3w+UArlNpao5fUYbL0B/er1smzEkmxgFSyNLTsGsrsiJ8IrMy+Gn8ZE4b/3vEsuofxo888ZbwxA/EHgW6vBu5zdheSpT+4X7VNrtVIhgWkkqWhA0nkv7ei17+BW795AOsX/s3o5UhjwF/uw2XPboFi4Leg6E2W/uB+pQ3/vNkCFpBKloYOVLHvbsaVv/4VjjVUGr0Uwx1rqERyQR0Hng9wv9KOQ68ZLCCVLA0d6GLf3YwbH38QG2pcRi/FMBtqXLjxjw8i/D/bjF6KbmTpD+5X3uHQuwALSCVLQ58qKzXkdvXW5R/5+M2Bm41ehiH21Z3HrGdy0YXP4emO+5XK6dT+1wMOPQ+l9hIWEORq6PKyE4bcti/EPJtgukd79YoT0x+ai26vBNPAc0rTH9yv1P2qqHiX5uM59DyU2Y+ygCQaeCdKDyMp9RJDbt8Xwr4owJ+v+X+oV5xGL8VvypzViP+w0Ohl6McJlBw6KE1/cL8S+5VWHHoeUlN6s4AkGniXpF2KbqlphqzBV1xHj+N39lF4p9Icz4/+8raZcNXUGL0M/RwCaqurpekP7lfqfpWRPkTz5Tj0PKSl9DLkdmUrILM3tC8ptbXYPcKFJ/5vstFL8blbj/wU4WVnjV6GvqqBXhl9Td0fcu5XrX/0mCcOPYPJWUDmbWjSxy+O/AQVM5LQcPio0UvRVwYQE2vMhw3I0B/BsF9x6BkoGApILzI0tD9ZXIBTCd4XtWw+3Buub/YbvQz9xRpzszL0R7DsVxx6BgmWAtKDDA3tb6kv5iNz/R1GL8Mn/vRdf2Tcqf3VdNQ6GfojmPYrDj0DBFMBdZQMDW0IRUHE1jjsqas2eiW6cyohQfWpK0aSoT+Cbb/i0POzYCugjpChoY2U9txGrHIMM3oZuqp01eCDv/3Y6GUEBRn6Ixj3Kw49PwrGAmovGRpaBk4luFrwvOJE0pLgeSO6UWToj2Ddr4Kr4yQWrAXUHjI0tCw2X9UN3zvPG70MkogM/RHM+xWHnh8EcwF5S4aGlomzwoHpR24wehm6+eXhHKOXENBk6I9g36849Hws2AvIGzI0tHQUBTX3djZ6FbppuLcToChGLyMgydAfZtivOPR8yAwFpJUMDU0kKxn6wyz7FYeej5ilgLSQoaGlpigod1YZvYoOK3dWAc7gfcO9r8jQH2barzj0fMBMBdQWGRpads59RZj4h98YvYwOy37sN3AeLDZ6GQFFhv4w237FoaczsxVQa2Ro6ECRuL8aj5QPMnoZHcOn8rwiQ3+Ycb/i0NORGQuoJTI0dCCxbCjEm5tsRi+D/ESG/jDrfsWhpxOzFlBzZGho8q+Mr+5At1V7jV5GQJChP8y8X3Ho6cDMBXQhGRo6UEWWh6KsQfs3QMuirKESYQdj4DxbYfRSpCdDf5h9v+LQ6yCzF5AnGRo6kPWan4+HS68xehlee+jERPT8w0ajlyE9GfqD+xWHXoewgAQZGppIVjL0B/crFYdeO7GABBkaOliU5fZEcX3g/IlzX915lN/Xw+hlSE2G/uB+Jfj/Nw8CLCBBhoYOJkrBHtQooUYvQ7Pf/PQXUA7vMXoZ0pKhP7hfNcVHel5iAQkyNDQZ7HzwfQmuXmToD+5XF+PQ8wILSJChoYlkJUN/cL9qHoeeRiwgQYaGDmZ3PTrX6CVo0v8fM+A8/b3Ry5CODP3B/aplHHoasIAEGRo62HVdcxhHJH8xS7mzCslbnFDq64xeilRk6A/uV63j0GsDC0iQoaHNoMF+ErfPecDoZbSooLYOWQseRNQnW4xeilRk6A/uV23j0GsFC0iQoaHNJK7YgenHrjR6GRcprq/E9BdnI2kx34zuSYb+4H6lDYdeC1hAggwNbTaunftwIrcXHrQPM3opTeypS0LyQg48TzL0B/cr7fg+vWawgAQZGtqslII9WGdPB1J2GL0UAMDY396LxC2nAPA78xrJ0B/cr7zDR3oXYAEJMjT0+Sq5X9Dha/HZxbipeLyha/imrgZPftcPCQeq+CWxHmToD+5X3uPQ81BZ5WAB/Y8sDV1SdNCQ25aGoqBqYi2cisuwJdyy9W7kDY6GsnWXYWuQjSz9wf1KVWov0Xwsh56HokM7WUCQq6Ejo6MNuX2ZKNXVGPbCTAza/Au/3u55Vx0GvXgfkl5nBp5OlZVK0x/cr9T9qsx+VPPxHHoeWEByDbzo6Dj0Su9ryBpkojQ0IPX5jeh53xlMuPkOLHMk+fw2nYoLlUo90p7fjKiP+dYEtzKgvOyENP3B/Urdr1JTemu+DIeeh4zLBrGAJBp4akMHzocv+1pDmR2WDYV4e0QGVpzr7LPbOVhfBdvDuZjW72eAy+mz2wlIZUBS6iUS9Qf3q0vSLkVaSi/Nl+OrNz2wgGQbeGGAYshSpOaqqsIbWT/Ey0vC8as+63CHtVyX6/3ZvutQWReB858nI2X5Rhj3LKLEUoFuqWmG3DQHnnDhfuV0Nmi+LIeegWQtICPI0NCBpOHoMVivAV698edYMDwEG6Y9h66hse26rklFWdi37lJc+vRuWM+dg5VvSWhZqjE3K0N/BMt+xZ3FIMFSQHqQoaEDVcz7m9H7feCmDbOhhFkAAMP+sB15r43Gjt8vvuj4Gw/9DN9Vx+HMF6l4+u7X8Myc2xF78Ax6H8jnIztJydAfwbRfcXcxQDAVUEfJ0NDBIHL1Vvf/P7guHkmOzZj47gQcvTsd4eeAH04pwN7fD0LJVCf63ncIMdXHsegfP0DU6S3gs3bykqE/gm2/4g7jZ8FWQB0hQ0MHI+fZCvV/T5ajx5/U5/uKXgbCsQ3p/4H7EZ3z9BmDVkhayNAfwbhf8dWbfhSMBdReMjQ0kaxk6I9g3a+40/hJsBZQe7Snoatwjq/kJENV4ZxfbocDT/DFfsWh5wfBXEDe8rahwxEBy/AQ7IGOb5B2AjgEoBpABoD2veix48r+95MKw14ViCoARQCiAaQDMOJtkQGUhwUhCEeEz5bAgSf4ar/i0POxYC8gb7SnoSMsURii2FAPfb6h2+l0ouTQQdRWV6NXRl/ExMbpcr3eOlVWivKyE0hKvcSw932dr6pESdFBREZHo1d6X0M+CCDQ8ghHBCIsUT5ZAwee4Mv9ikPPh8xQQFp1pKEjLFGIQMc3GqezAQcOFaKuuhr9Dc5Dho+yOlZ0EDFGb7DMAwAHnidf71d8IYuPmKWAtGBDC8xDxTwE5iH4Iw8OPR8wUwG1hQ0tMA8V8xCYh+CvPDj0dGa2AmoNG1pgHirmITAPwZ95cOjpyIwF1BI2tMA8VMxDYB6Cv/Pg0NOJWQuoOWxogXmomIfAPAQj8uDQ04GZC+hCbGiBeaiYh8A8BKPy4NDrILMXkCc2tMA8VMxDYB6CkXlw6HUAC0hgQwvMQ8U8BOYhGJ0Hh147sYAENrTAPFTMQ2Aeggx5cOi1AwtIYEMLzEPFPATmIciQB8Ch5zUWkMCGFpiHinkIzEOQIY9GHHpeYAEJbGiBeaiYh8A8BBny8MShpxELSGBDC8xDxTwE5iHIkMeFOPQ0YAEJbGiBeaiYh8A8BBnyaA6HXhtYQAIbWmAeKuYhMA9BhjxawqHXChaQwIYWmIeKeQjMQ5Ahj9YYOvS+/vprXHfddUhLS4PFYsEHH3zQ5HxFUTB//nykpqYiOjoa48ePR1FRUZNjzpw5g8mTJ8NqtSIhIQHTp09HZWVlh9fGAhLY0ALzUDEPgXkIMuTRFkOHXlVVFYYMGYJFixY1e/4zzzyDhQsX4pVXXsHmzZsRGxuLrKws1NTUuI+ZPHky9uzZgzVr1uCTTz7B119/jXvuuadD62IBCWxogXmomIfAPAQZ8tDCoiiKYvQiAMBisWDVqlWYNGkSAPVRXlpaGh544AH85je/AQBUVFQgOTkZy5Ytw6233op9+/YhMzMTW7duxciRIwEAn332GSZOnIhvv/0WaWlpmm7b4XAgPj4eI4ZeBQAsoP9hQwvMQ8U8BOYhGJ2H09mAgsI8VFRUwGq1tnqstM/pHTlyBHa7HePHj3efFh8fjzFjxiA/Px8AkJ+fj4SEBPfAA4Dx48cjJCQEmzdvbvG6a2tr4XA4mvwALCBPbGiBeaiYh8A8BDnycGg+VtqhZ7fbAQDJyclNTk9OTnafZ7fbkZSU1OT8sLAwJCYmuo9pzoIFCxAfH+/+6dGjBwCgqHgXCwhsaE/MQ8U8BOYhyJJH0aGdmo+Xduj50rx581BRUeH+OX78OACwgMCG9sQ8VMxDYB6CbHloJe3QS0lJAQCcPHmyyeknT550n5eSkoLy8vIm5zc0NODMmTPuY5oTGRkJq9Xa5AcAMtKHsIDY0ACYRyPmITAPQbY8Mi4bpPly0g69Pn36ICUlBWvXrnWf5nA4sHnzZthsNgCAzWbD2bNnUVBQ4D7miy++gMvlwpgxY7y+zbjY1p8A9RXZCogNzTwA5uGJeQiBnof/k/NQWVmJQ4cOuf995MgRFBYWIjExET179sTs2bPxpz/9CRkZGejTpw8effRRpKWluV/hefnll+Pqq6/G3XffjVdeeQX19fWYOXMmbr31Vs2v3DRaoBeQXtjQAvMQmIeKeQjN5eF0Nmi+vKFDb9u2bfjJT37i/vfcuXMBANOmTcOyZcvw29/+FlVVVbjnnntw9uxZXHnllfjss88QFRXlvsybb76JmTNnYty4cQgJCUFOTg4WLlzo99+lPWQtIH9jQwvMQ2AeKuYh6JGHNO/TM5Ln+/T8VdTBUkAdxYYWmIfAPFTMQ2gtj6B4n14wk72A/IUNLTAPgXmomIegZx4cen4WbAXUXmxogXkIzEPFPAS98+DQ86NgLKD2YEMLzENgHirmIfgiDw49PwnWAvIWG1pgHgLzUDEPwVd5cOj5QTAXkDfY0ALzEJiHinkIvsyDQ8/Hgr2AtGJDC8xDYB4q5iH4Og8OPR8yQwFpwYYWmIfAPFTMQ/BHHhx6PmKWAmoLG1pgHgLzUDEPwV95cOj5gJkKqDVsaIF5CMxDxTwEf+bBoaczsxVQS9jQAvMQmIeKeQj+zoNDT0dmLKDmsKEF5iEwDxXzEIzIg0NPJ2YtoAuxoQXmITAPFfMQjMqDQ08HZi4gT2xogXkIzEPFPAQj8+DQ6yCzF1AjNrTAPATmoWIegtF5cOh1AAtIxYYWmIfAPFTMQ5AhDw69dmIBqdjQAvMQmIeKeQgy5AFw6LULC0jFhhaYh8A8VMxDkCGPRhx6XmIBqdjQAvMQmIeKeQgy5OGJQ88LLCAVG1pgHgLzUDEPQYY8LsShpxELSMWGFpiHwDxUzEOQIY/mcOhpwAJSsaEF5iEwDxXzEGTIoyUcem1gAanY0ALzEJiHinkIMuTRGg69VrCAVGxogXkIzEPFPAQZ8mgLh14LWEAqNrTAPATmoWIeggx5aMGh1wwWkIoNLTAPgXmomIcgQx5acehdgAWkYkMLzENgHirmIciSh1byjmMDlNpLUGY/ygJiQ7sxD4F5qJiHIEseRcW7NB/PR3oeOPDY0J6Yh8A8VMxDkC0PrTj0PKSm9GYBsaEBMA9PzEPFPATZ8shIH6L5cvzzpoe0lF6G3K5sBcSGZh6NmIeKeQgy5hEdFav5snykZzAZC4gNzTwA5tGIeQjBkAeHnoGCoYD0woZWMQ+BeQjMQ6VHHhx6BgmWAtIDG1rFPATmITAPlV55cOgZIJgKqKPY0CrmITAPgXmo9MyDQ8/Pgq2AOoINrWIeAvMQmIdK7zw49PwoGAuovdjQKuYhMA+Beah8kQeHnp8EawG1BxtaxTwE5iEwD5Wv8uDQ84NgLiBvsaFVzENgHgLzUPkyDw49Hwv2AvIGG1rFPATmITAPla/z4NDzITMUkFZsaBXzEJiHwDxU/siDQ89HzFJAWrChVcxDYB4C81D5Kw8OPR8wUwG1hQ2tYh4C8xCYh8qfeXDo6cxsBdQaNrSKeQjMQ2AeKn/nwaGnIzMWUEvY0CrmITAPgXmojMiDQ08nZi2g5rChVcxDYB4C81AZlQeHng7MXEAXYkOrmIfAPATmoTIyDw69DjJ7AXliQ6uYh8A8BOahMjoPDr0OYAEJbGgV8xCYh8A8VDLkwaHXTiwggQ2tYh4C8xCYh0qWPDj02oEFJLChVcxDYB4C81DJkgfAoec1FpDAhlYxD4F5CMxDJUsejTj0vMACEtjQKuYhMA+BeahkycMTh55GLCCBDa1iHgLzEJiHSpY8LsShpwELSGBDq5iHwDwE5qGSJY/mcOi1gQUksKFVzENgHgLzUMmSR0s49FrBAhLY0CrmITAPgXmoZMmjNRx6LWABCWxoFfMQmIfAPFSy5NEWDr1msIAENrSKeQjMQ2AeKlny0IJD7wIsIIENrWIeAvMQmIdKljy08v89JLHKKgcOFX/DAgIbuhHzEJiHwDxUsuRRai/RfCwf6XkoOrSTBQQ2dCPmITAPgXmoZMqjzH5U8/Eceh5YQGzoRsxDYB4C81DJlkdqSm/Nl+HQ85Bx2SAWEBuaeXhgHgLzUMmYR1pKL82X49DzwAJiQzMPgXkIzEMVDHlw6BkoGApIL2xogXmomIfAPISO5sGhZ5BgKSA9sKEF5qFiHgLzEPTIg0PPAMFUQB3FhhaYh4p5CMxD0CsPDj0/C7YC6gg2tMA8VMxDYB6Cnnlw6PlRMBZQe7GhBeahYh4C8xD0zoNDz0+CtYDagw0tMA8V8xCYh+CLPIJm6C1atAi9e/dGVFQUxowZgy1bthi9JLdgLiBvsaEF5qFiHgLzEHyVR1AMvbfffhtz587FY489hu3bt2PIkCHIyspCeXm50UsL+gLyBhtaYB4q5iEwD8GXeQTF0HvhhRdw9913484770RmZiZeeeUVxMTE4LXXXjN0XWYoIK3Y0ALzUDEPgXkIvs4j4L9loa6uDgUFBZg3b577tJCQEIwfPx75+fnNXqa2tha1tbXuf1dUVABQQ9eL09mAouJdqK6uREb6EERHxep6/VqV2ktQZj+K1JTeSEnqYcgaKqsc7g/zTr90IAB972stmIfAPATmAfftBXIejccpitL2wUqAO3HihAJA2bhxY5PTH3zwQWX06NHNXuaxxx5TAPCHP/zhD3+C6Of48eNtzoyAf6TXHvPmzcPcuXPd/z579ix69eqFY8eOIT4+3sCVBS6Hw4EePXrg+PHjsFqtRi8nIPE+7Djehx0XiPehoig4d+4c0tLS2jw24Ide165dERoaipMnTzY5/eTJk0hJSWn2MpGRkYiMjLzo9Pj4+IAJWVZWq5X3YQfxPuw43ocdF2j3odYHLAH/QpaIiAiMGDECa9eudZ/mcrmwdu1a2Gw2A1dGRESyCfhHegAwd+5cTJs2DSNHjsTo0aPx0ksvoaqqCnfeeafRSyMiIokExdC75ZZbcOrUKcyfPx92ux1Dhw7FZ599huTkZE2Xj4yMxGOPPdbsnzxJG96HHcf7sON4H3ZcsN+HFkXR8hpPIiKiwBfwz+kRERFpxaFHRESmwaFHRESmwaFHRESmYfqhJ/NXEhnt66+/xnXXXYe0tDRYLBZ88MEHTc5XFAXz589HamoqoqOjMX78eBQVFTU55syZM5g8eTKsVisSEhIwffp0VFZW+vG3MNaCBQswatQodOrUCUlJSZg0aRIOHDjQ5Jiamhrk5uaiS5cuiIuLQ05OzkUftnDs2DFkZ2cjJiYGSUlJePDBB9HQ4P/PRjTCkiVLMHjwYPebpW02G1avXu0+n/efd5566ilYLBbMnj3bfZqp7sMOf/hlAFuxYoUSERGhvPbaa8qePXuUu+++W0lISFBOnjxp9NKk8Omnnyq///3vlffff18BoKxatarJ+U899ZQSHx+vfPDBB8rOnTuV66+/XunTp49SXV3tPubqq69WhgwZomzatElZt26dkp6ertx2221+/k2Mk5WVpSxdulTZvXu3UlhYqEycOFHp2bOnUllZ6T7m3nvvVXr06KGsXbtW2bZtmzJ27FjlBz/4gfv8hoYGZeDAgcr48eOVHTt2KJ9++qnStWtXZd68eUb8Sn730UcfKf/+97+VgwcPKgcOHFAefvhhJTw8XNm9e7eiKLz/vLFlyxald+/eyuDBg5X777/ffbqZ7kNTD73Ro0crubm57n87nU4lLS1NWbBggYGrktOFQ8/lcikpKSnKs88+6z7t7NmzSmRkpPKvf/1LURRF2bt3rwJA2bp1q/uY1atXKxaLRTlx4oTf1i6T8vJyBYCSl5enKIp6n4WHhysrV650H7Nv3z4FgJKfn68oivofHyEhIYrdbncfs2TJEsVqtSq1tbX+/QUk0blzZ+Uf//gH7z8vnDt3TsnIyFDWrFmjXHXVVe6hZ7b70LR/3mz8SqLx48e7T2vrK4lIOHLkCOx2e5P7Lz4+HmPGjHHff/n5+UhISMDIkSPdx4wfPx4hISHYvHmz39csg8avsUpMTAQAFBQUoL6+vsn92L9/f/Ts2bPJ/Tho0KAmH7aQlZUFh8OBPXv2+HH1xnM6nVixYgWqqqpgs9l4/3khNzcX2dnZTe4rwHw1GBSfyNIe3333HZxO50Wf2pKcnIz9+/cbtKrAYbfbAaDZ+6/xPLvdjqSkpCbnh4WFITEx0X2MmbhcLsyePRtXXHEFBg5UvzfNbrcjIiICCQkJTY698H5s7n5uPM8Mdu3aBZvNhpqaGsTFxWHVqlXIzMxEYWEh7z8NVqxYge3bt2Pr1q0XnWe2GjTt0CPyt9zcXOzevRvr1683eikBp1+/figsLERFRQXeffddTJs2DXl5eUYvKyAcP34c999/P9asWYOoqCijl2M40/55sz1fSURC433U2v2XkpKC8vLyJuc3NDTgzJkzpruPZ86ciU8++QRffvklunfv7j49JSUFdXV1OHv2bJPjL7wfm7ufG88zg4iICKSnp2PEiBFYsGABhgwZgpdffpn3nwYFBQUoLy/H8OHDERYWhrCwMOTl5WHhwoUICwtDcnKyqe5D0w49fiVRx/Tp0wcpKSlN7j+Hw4HNmze77z+bzYazZ8+ioKDAfcwXX3wBl8uFMWPG+H3NRlAUBTNnzsSqVavwxRdfoE+fPk3OHzFiBMLDw5vcjwcOHMCxY8ea3I+7du1q8h8Qa9asgdVqRWZmpn9+Ecm4XC7U1tby/tNg3Lhx2LVrFwoLC90/I0eOxOTJk93/31T3odGvpDHSihUrlMjISGXZsmXK3r17lXvuuUdJSEho8golMzt37pyyY8cOZceOHQoA5YUXXlB27NihlJSUKIqivmUhISFB+fDDD5VvvvlGueGGG5p9y8KwYcOUzZs3K+vXr1cyMjJM9ZaFGTNmKPHx8cpXX32llJWVuX/Onz/vPubee+9VevbsqXzxxRfKtm3bFJvNpthsNvf5jS8XnzBhglJYWKh89tlnSrdu3QLy5eLt8bvf/U7Jy8tTjhw5onzzzTfK7373O8VisSj/+c9/FEXh/dcenq/eVBRz3YemHnqKoih/+ctflJ49eyoRERHK6NGjlU2bNhm9JGl8+eWXCoCLfqZNm6Yoivq2hUcffVRJTk5WIiMjlXHjxikHDhxoch2nT59WbrvtNiUuLk6xWq3KnXfeqZw7d86A38YYzd1/AJSlS5e6j6murlbuu+8+pXPnzkpMTIzy85//XCkrK2tyPUePHlWuueYaJTo6WunatavywAMPKPX19X7+bYxx1113Kb169VIiIiKUbt26KePGjXMPPEXh/dceFw49M92H/GohIiIyDdM+p0dERObDoUdERKbBoUdERKbBoUdERKbBoUdERKbBoUdERKbBoUdERKbBoUdERKbBoUcUJF599VVMmDDB57fz2WefYejQoXC5XD6/LSK9cegRBYGamho8+uijeOyxx3x+W1dffTXCw8Px5ptv+vy2iPTGoUcUBN59911YrVZcccUVfrm9O+64AwsXLvTLbRHpiUOPSCKnTp1CSkoKnnzySfdpGzduRERERJOvfrnQihUrcN111zU57Y477sCkSZPw3HPPITU1FV26dEFubi7q6+vdx/Tu3Rt/+tOfcPvttyMuLg69evXCRx99hFOnTuGGG25AXFwcBg8ejG3btjW57uuuuw7btm1DcXGxTr85kX9w6BFJpFu3bnjttdfwhz/8Adu2bcO5c+cwdepUzJw5E+PGjWvxcuvXr8fIkSMvOv3LL79EcXExvvzySyxfvhzLli3DsmXLmhzz4osv4oorrsCOHTuQnZ2NqVOn4vbbb8eUKVOwfft2XHbZZbj99tvh+dn0PXv2RHJyMtatW6fb707kDxx6RJKZOHEi7r77bkyePBn33nsvYmNjsWDBghaPP3v2LCoqKpCWlnbReZ07d8Zf//pX9O/fH9deey2ys7MvesQ4ceJE/OpXv0JGRgbmz58Ph8OBUaNG4eabb0bfvn3x0EMPYd++fRd9c3ZaWhpKSkr0+aWJ/IRDj0hCzz33HBoaGrBy5Uq8+eabiIyMbPHY6upqAEBUVNRF5w0YMAChoaHuf6empjb59msAGDx4sPv/JycnAwAGDRp00WkXXi46Ohrnz5/X+isRSYFDj0hCxcXFKC0thcvlwtGjR1s9tkuXLrBYLPj+++8vOi88PLzJvy0Wy0VvNfA8xmKxtHjahZc7c+YMunXr1vYvQyQRDj0iydTV1WHKlCm45ZZb8MQTT+CXv/zlRY+yPEVERCAzMxN79+712xprampQXFyMYcOG+e02ifTAoUckmd///veoqKjAwoUL8dBDD6Fv37646667Wr1MVlYW1q9f76cVAps2bUJkZCRsNpvfbpNIDxx6RBL56quv8NJLL+GNN96A1WpFSEgI3njjDaxbtw5Llixp8XLTp0/Hp59+ioqKCr+s81//+hcmT56MmJgYv9wekV4siufrkIkoYN18880YPnw45s2b59Pb+e6779CvXz9s27YNffr08eltEemNj/SIgsSzzz6LuLg4n9/O0aNHsXjxYg48Ckh8pEdERKbBR3pERGQaHHpERGQaHHpERGQaHHpERGQaHHpERGQaHHpERGQaHHpERGQaHHpERGQaHHpERGQa/x/ImIZawKzbiAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import prefab as pf\n", + "\n", + "device = pf.shapes.target()\n", + "prediction = device.predict(model=pf.models[\"ANT_NanoSOI_ANF1_d10\"], binarize=True)\n", + "device.plot()\n", + "prediction.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "8e761bee", + "metadata": {}, + "source": [ + "## Predicting Device Performance\n", + "\n", + "Using the prediction model, we can simulate the expected experimental performance of device designs such as the wavelength division multiplexer (WDM) in the [Adjoint Optimization of a Wavelength Division Multiplexer](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd9WDM/). The WDM was optimized with a relatively large feature size and an erosion/dilation penalty to enhance robustness against fabrication variations. This optimization allows it to tolerate predicted fabrication variations quite well; however, some performance degradation is still observed. As illustrated in the figure below, the fabrication-predicted transmission spectra get distorted, insertion loss is increased, and further crosstalk is introduced. This performance degradation can be mitigated with FAID.\n", + "\n", + "# ![WDM performance without fabrication prediction](img/flux_ID_nopredict.png)\n", + "# ![WDM performance with fabrication prediction](img/flux_ID_predict.png)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "e12a92cd-ca91-4981-8168-da4bcd7bb156", + "metadata": {}, + "source": [ + "## Sim Setup\n", + "\n", + "Then we set up our basic simulation for the FAID optimization.\n", + "\n", + "We have an input waveguide connected to a square design region, which has `n=4` output waveguides. \n", + "\n", + "The square design region is a custom medium with a pixelated permittivity grid that we wish to optimize such that input light of different wavelengths gets directed to different output ports.\n", + "\n", + "As this is a SOI device, we typically define the design region and waveguides as Silicon sitting on a SiO2 substrate. For this demo, we make a 2D simulation, but it can be easily made 3D by changing the `Lz` parameter, adding dimension to the structures, and adding a substrate." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3d77b41c-91ac-49af-bc3d-cca78e938e3c", + "metadata": {}, + "outputs": [], + "source": [ + "# material information\n", + "n_si = 3.49\n", + "n_sio2 = 1.45 # not used in 2D\n", + "n_air = 1\n", + "\n", + "# channel wavelengths\n", + "wvls_design = np.array([1.270, 1.290, 1.310, 1.330])\n", + "\n", + "freqs_design = td.C_0 / wvls_design\n", + "num_freqs_design = len(freqs_design)\n", + "freq_max = np.max(freqs_design)\n", + "freq_min = np.min(freqs_design)\n", + "keys = [str(i) for i in range(num_freqs_design)]\n", + "df_design = abs(np.mean(np.diff(freqs_design)))\n", + "\n", + "# forward source\n", + "freq0 = np.mean(freqs_design)\n", + "wvl0 = td.C_0 / freq0\n", + "fwidth = freq_max - freq_min\n", + "run_time = 120 / fwidth\n", + "\n", + "# we average the metrics over the channels with some frequency width\n", + "channel_fwidth = df_design / 2.0\n", + "channel_bounds = [\n", + " (f - channel_fwidth / 2, f + channel_fwidth / 2) for f in freqs_design\n", + "]\n", + "num_freqs_channel = 5\n", + "channel_freqs = []\n", + "for fmin, fmax in channel_bounds:\n", + " sub_freqs = np.linspace(fmin, fmax, num_freqs_channel)\n", + " channel_freqs += sub_freqs.tolist()\n", + "\n", + "# size of design region\n", + "lx = 4.5\n", + "ly = 4.5\n", + "ly_single = ly / num_freqs_design\n", + "lz = td.inf\n", + "\n", + "# size of waveguides\n", + "wg_width = 0.3\n", + "wg_length = 1.5\n", + "wg_spacing = 0.8\n", + "\n", + "# spacing between design region and PML in y\n", + "buffer = 1.5\n", + "\n", + "# size of simulation\n", + "Lx = lx + wg_length * 2\n", + "Ly = ly + buffer * 2\n", + "Lz = 0.0\n", + "\n", + "# fabrication constraints (feature size and projection strength)\n", + "radius = 0.100\n", + "beta0 = 2\n", + "\n", + "# resolution information\n", + "min_steps_per_wvl = 18\n", + "dl_design_region = 0.015" + ] + }, + { + "cell_type": "markdown", + "id": "c8b4d96e-6af3-47ac-9bac-62ebbc05ce03", + "metadata": {}, + "source": [ + "### Base Simulation\n", + "\n", + "First, we'll define the simulation without any design region using the \"base\" components that don't change over the optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "207a7411-7aec-428c-9d80-2fa730874277", + "metadata": {}, + "outputs": [], + "source": [ + "# define the waveguide ports\n", + "wg_in = td.Structure(\n", + " geometry=td.Box(\n", + " center=(-Lx / 2, 0, 0),\n", + " size=(wg_length * 2, wg_width, lz),\n", + " ),\n", + " medium=td.Medium(permittivity=n_si**2),\n", + ")\n", + "\n", + "centers_y = np.linspace(\n", + " -ly / 2.0 + ly_single / 2.0, +ly / 2.0 - ly_single / 2.0, num_freqs_design\n", + ")\n", + "mode_size = (0, 0.9 * ly_single, td.inf)\n", + "\n", + "wgs_out = []\n", + "for center_y in centers_y:\n", + " wg_out = td.Structure(\n", + " geometry=td.Box(\n", + " center=(+Lx / 2, center_y, 0),\n", + " size=(wg_length * 2, wg_width, lz),\n", + " ),\n", + " medium=td.Medium(permittivity=n_si**2),\n", + " )\n", + " wgs_out.append(wg_out)\n", + "\n", + "# measure the mode amplitudes at each of the output ports\n", + "mnts_mode = []\n", + "for key, center_y in zip(keys, centers_y):\n", + " mnt_mode = td.ModeMonitor(\n", + " center=(Lx / 2 - wg_length / 2, center_y, 0),\n", + " size=mode_size,\n", + " freqs=channel_freqs,\n", + " mode_spec=td.ModeSpec(),\n", + " name=f\"mode_{key}\",\n", + " )\n", + " mnts_mode.append(mnt_mode)\n", + "\n", + "# measures the flux at each of the output ports\n", + "mnts_flux = []\n", + "for key, center_y in zip(keys, centers_y):\n", + " mnt_flux = td.FluxMonitor(\n", + " center=(Lx / 2 - wg_length / 2, center_y, 0),\n", + " size=mode_size,\n", + " freqs=channel_freqs,\n", + " name=f\"flux_{key}\",\n", + " )\n", + " mnts_flux.append(mnt_flux)\n", + "\n", + "# and a field monitor that measures fields on the z=0 plane at the design freqs\n", + "fld_mnt = td.FieldMonitor(\n", + " center=(0, 0, 0),\n", + " size=(td.inf, td.inf, 0),\n", + " freqs=freqs_design,\n", + " name=\"field\",\n", + ")\n", + "\n", + "# inject the fundamental mode into the input waveguide\n", + "mode_src = td.ModeSource(\n", + " center=(-Lx / 2 + wg_length / 2, 0, 0),\n", + " size=mode_size,\n", + " source_time=td.GaussianPulse(\n", + " freq0=freq0,\n", + " fwidth=fwidth,\n", + " ),\n", + " direction=\"+\",\n", + " mode_index=0,\n", + ")\n", + "\n", + "sim_base = td.Simulation(\n", + " size=(Lx, Ly, Lz),\n", + " grid_spec=td.GridSpec.auto(\n", + " min_steps_per_wvl=min_steps_per_wvl,\n", + " wavelength=np.min(wvls_design),\n", + " ),\n", + " structures=[wg_in] + wgs_out,\n", + " sources=[mode_src],\n", + " monitors=mnts_mode + mnts_flux + [fld_mnt],\n", + " boundary_spec=td.BoundarySpec.pml(x=True, y=True, z=True if Lz else False),\n", + " run_time=run_time,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4400153f-b2b2-4ec7-97ea-34e82b5ddd1d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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15:39:02 EST Mode solver created with                                           \n",
+       "             task_id='fdve-bd79fa16-6098-46c5-aeb7-b41164b4bf2e',               \n",
+       "             solver_id='mo-840d02cc-5271-46a1-9c82-dbd5870a36ce'.               \n",
+       "
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15:39:04 EST Mode solver status: success                                        \n",
+       "
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\n" + ], + "text/plain": [ + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mode_data = run_mode_solver(\n", + " mode_solver, reduce_simulation=True, results_file=\"data/mode_solver.hdf5\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d0403fdb-7cc3-44c0-97ed-75183da44c93", + "metadata": {}, + "source": [ + "And visualize the results." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b84807cb-0c7e-497a-88de-6ebc753f2636", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Effective index of computed modes: [[3.1513898 2.840793 2.006425 1.0989405]\n", + " [3.1436877 2.8191965 1.970435 1.0913303]\n", + " [3.1359682 2.797195 1.934321 1.0847051]\n", + " [3.1282325 2.7747855 1.8980899 1.0788841]]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(num_modes, 3, figsize=(12, 22), tight_layout=True)\n", + "for mode_index in range(num_modes):\n", + " vmax = 1.1 * max(\n", + " abs(mode_data.field_components[n].sel(mode_index=mode_index)).max()\n", + " for n in (\"Ex\", \"Ey\", \"Ez\")\n", + " )\n", + " for field_name, ax in zip((\"Ex\", \"Ey\", \"Ez\"), axs[mode_index]):\n", + " for freq in freqs_design:\n", + " key = f\"{td.C_0 / freq * 1000 :.0f} nm\"\n", + " field = mode_data.field_components[field_name].sel(\n", + " mode_index=mode_index, f=freq\n", + " )\n", + " field.real.plot(label=f\"Real ({key})\", ax=ax)\n", + " field.imag.plot(ls=\"--\", label=f\"Imag ({key})\", ax=ax)\n", + " ax.set_title(f\"index={mode_index}, {field_name}\")\n", + " ax.set_ylim(-vmax, vmax)\n", + " ax.legend()\n", + "\n", + "print(\"Effective index of computed modes: \", np.array(mode_data.n_eff))" + ] + }, + { + "cell_type": "markdown", + "id": "43d92a79-c290-48c9-8354-55c998e5b870", + "metadata": {}, + "source": [ + "We identify `mode_index=0` as the first order mode that is out of plane of the device. Let's choose to optimize our device with respect to this as the mode of interest for both the input and output.\n", + "\n", + "We'll update or Base Simulation with the new mode index and mode specification, in case these are different from the original ones." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8ebd9a87-8928-48a6-bbe1-56d774a49c89", + "metadata": {}, + "outputs": [], + "source": [ + "mode_index = 0\n", + "mode_spec = td.ModeSpec(num_modes=mode_index + 1)\n", + "\n", + "sim_base = sim_base.updated_copy(mode_index=mode_index, path=\"sources/0\")\n", + "sim_base = sim_base.updated_copy(mode_spec=mode_spec, path=\"sources/0\")\n", + "for i in range(num_freqs_design):\n", + " sim_base = sim_base.updated_copy(mode_spec=mode_spec, path=f\"monitors/{i}\")" + ] + }, + { + "cell_type": "markdown", + "id": "d120bf86-54c3-4af2-b3eb-33726288d008", + "metadata": {}, + "source": [ + "### Define design region\n", + "\n", + "Next, we define the design region as a pixelated grid of permittivity values that get generated from our optimization parameters.\n", + "\n", + "We first define the overall geometry as a `td.Box` and also the number of pixels in x and y based on our design region resolution." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "209f2e58-fd7d-42f7-bb6d-459f41511250", + "metadata": {}, + "outputs": [], + "source": [ + "nx = int(lx / dl_design_region)\n", + "ny = int(ly / dl_design_region)\n", + "\n", + "design_region_geo = td.Box(size=(lx, ly, lz), center=(0, 0, 0))" + ] + }, + { + "cell_type": "markdown", + "id": "34e3a347", + "metadata": {}, + "source": [ + "PreFab models function on a grid with a 1 nm resolution. To use the prediction function effectively, we adjust our simulation design region to match this resolution. We also add a buffer layer to the design region to account for the interface between it and the waveguides. Afterward, we will convert it back to the original size and resolution.\n", + "\n", + "While this process introduces discretization error, it can be minimized by using a higher simulation resolution—which is recommended for production designs.\n", + "\n", + "> **Note:** We'll use a model for the electron-beam lithography process from [Applied Nanotools Inc. (ANT)](https://www.appliednt.com/) for the prediction." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5bd171d0", + "metadata": {}, + "outputs": [], + "source": [ + "FAB_MODEL = pf.models[\"ANT_NanoSOI_ANF1_d10\"]\n", + "prediction_buffer = 0.16\n", + "n_prediction_buffer = int(prediction_buffer / dl_design_region)\n", + "\n", + "\n", + "def resize_array(array: np.ndarray, scale: float) -> np.ndarray:\n", + " H, W = array.shape\n", + " \"\"\"Array resizing using bilinear interpolation.\"\"\"\n", + " new_H = int(H * scale)\n", + " new_W = int(W * scale)\n", + "\n", + " x = anp.linspace(0, W - 1, new_W)\n", + " y = anp.linspace(0, H - 1, new_H)\n", + " x_grid, y_grid = anp.meshgrid(x, y)\n", + "\n", + " x0 = anp.floor(x_grid).astype(int)\n", + " x1 = x0 + 1\n", + " y0 = anp.floor(y_grid).astype(int)\n", + " y1 = y0 + 1\n", + "\n", + " x0 = anp.clip(x0, 0, W - 1)\n", + " x1 = anp.clip(x1, 0, W - 1)\n", + " y0 = anp.clip(y0, 0, H - 1)\n", + " y1 = anp.clip(y1, 0, H - 1)\n", + "\n", + " Ia = array[y0, x0]\n", + " Ib = array[y1, x0]\n", + " Ic = array[y0, x1]\n", + " Id = array[y1, x1]\n", + "\n", + " wa = (x1 - x_grid) * (y1 - y_grid)\n", + " wb = (x1 - x_grid) * (y_grid - y0)\n", + " wc = (x_grid - x0) * (y1 - y_grid)\n", + " wd = (x_grid - x0) * (y_grid - y0)\n", + "\n", + " resized_image = wa * Ia + wb * Ib + wc * Ic + wd * Id\n", + " return resized_image\n", + "\n", + "\n", + "def add_prediction_buffer(params):\n", + " \"\"\"Add a buffer layer to the design region. This is useful for predicting the interface between the design region and the waveguides.\"\"\"\n", + " params = anp.pad(\n", + " params, pad_width=n_prediction_buffer, mode=\"constant\", constant_values=0\n", + " )\n", + " wg_mask = anp.zeros_like(params)\n", + " center_y_mask = wg_mask.shape[1] // 2\n", + "\n", + " # add input waveguide to mask\n", + " wg_half_width = int((wg_width / 2) / dl_design_region)\n", + " wg_mask[\n", + " 0:n_prediction_buffer,\n", + " center_y_mask - wg_half_width : center_y_mask + wg_half_width,\n", + " ] = 1\n", + "\n", + " # add output waveguides to mask\n", + " for center_y in centers_y:\n", + " wg_center = int(center_y / dl_design_region)\n", + " wg_mask[\n", + " -n_prediction_buffer:,\n", + " center_y_mask + wg_center - wg_half_width : center_y_mask\n", + " + wg_center\n", + " + wg_half_width,\n", + " ] = 1\n", + "\n", + " return params * (1 - wg_mask) + wg_mask\n", + "\n", + "\n", + "def params_to_device_array(\n", + " params: np.ndarray, scale: float, pad_width: int = 100\n", + ") -> np.ndarray:\n", + " \"\"\"Convert params to a device array at 1 nm resolution.\"\"\"\n", + " params = add_prediction_buffer(params)\n", + " device_array = resize_array(params, scale)\n", + " return device_array\n", + "\n", + "\n", + "def device_array_to_params(\n", + " device_array: np.ndarray, scale: float, pad_width: int = 100\n", + ") -> np.ndarray:\n", + " \"\"\"Convert device array to params at the original resolution.\"\"\"\n", + " params = resize_array(device_array, 1 / scale)\n", + " params = params[\n", + " n_prediction_buffer:-n_prediction_buffer,\n", + " n_prediction_buffer:-n_prediction_buffer,\n", + " ]\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "9b02b2fa-ce32-49ad-9844-1af1a4ff864d", + "metadata": {}, + "source": [ + "Next we write a function to give us the pixelated array as a function of our parameters through our filtering and projection methods, which are used to make the resulting structures easier to fabricate. For more details, refer to our 4th lecture in the [inverse design 101 lecture series](https://www.flexcompute.com/tidy3d/learning-center/inverse-design/), which focuses on fabrication constraints.\n", + "\n", + "We also wrap this function in another one that generates the entire `td.Structure` corresponding to the design region, for convenience later.\n", + "\n", + "> **For FAID:** During each iteration, we predict the fabrication variation of the structure and incorporate the new geometry into the simulation. This approach allows us to optimize a \"virtual\" structure, which accounts for fabrication imperfections, rather than an idealized version. We introduce a `use_predict` flag here." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "761964ee-79d7-486a-8bbb-03d2917ff844", + "metadata": {}, + "outputs": [], + "source": [ + "from tidy3d.plugins.autograd import make_filter_and_project, rescale\n", + "\n", + "filter_project = make_filter_and_project(radius, dl_design_region)\n", + "\n", + "\n", + "def get_density(params: np.ndarray, beta: float) -> np.ndarray:\n", + " \"\"\"Get the density of material (0, 1) as a function of the parameters (0,1)\"\"\"\n", + " return filter_project(params, beta=beta)\n", + "\n", + "\n", + "def make_eps(params: np.ndarray, beta: float, use_predict: bool = False) -> np.ndarray:\n", + " \"\"\"Generates permittivity values for the design region, optionally using a PreFab prediction model to account for manufacturing variations.\"\"\"\n", + " density = get_density(params, beta=beta)\n", + "\n", + " # ********** START OF ADDED PREFAB CODE **********\n", + " if use_predict:\n", + " device_array = params_to_device_array(density, dl_design_region * 1000)\n", + " prediction_array = pf.predict.predict_array_with_grad(device_array, FAB_MODEL)\n", + " predicted_density = device_array_to_params(\n", + " prediction_array, dl_design_region * 1000\n", + " )\n", + " return rescale(predicted_density, 1, n_si**2)\n", + " # ********** END OF ADDED PREFAB CODE **********\n", + "\n", + " else:\n", + " return rescale(density, 1, n_si**2)\n", + "\n", + "\n", + "def make_custom_medium(\n", + " params: np.ndarray, beta: float, use_predict: bool = False\n", + ") -> td.Structure:\n", + " \"\"\"Make td.Structure containing custom medium with the permittivity data as a function of parameters.\"\"\"\n", + " eps = make_eps(params, beta, use_predict).reshape((nx, ny, 1))\n", + " xs = anp.linspace(-lx / 2, lx / 2, nx)\n", + " ys = anp.linspace(-ly / 2, ly / 2, ny)\n", + " zs = [0]\n", + " coords = dict(x=xs, y=ys, z=zs)\n", + "\n", + " eps_arr = td.ScalarFieldDataArray(data=eps, coords=coords)\n", + "\n", + " medium = td.CustomMedium(permittivity=eps_arr)\n", + "\n", + " return td.Structure(geometry=design_region_geo, medium=medium)" + ] + }, + { + "cell_type": "markdown", + "id": "d8dcf2f1-9bf8-49e6-9e1e-6221992c7210", + "metadata": {}, + "source": [ + "### Construct Simulation\n", + "\n", + "With all of these functions and variables defined, we can write a single function to return our \"base\" `td.Simulation` as a function of our design parameters. This function first constructs the design region, a mesh override structure to control the resolution in this region, and then creates a copy of the original `td.Simulation` with all of the basic parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1d67ccdc-758e-4648-aabc-4264b83086a1", + "metadata": {}, + "outputs": [], + "source": [ + "def get_sim(params, beta, include_extra_mnts: bool = True, use_predict: bool = False):\n", + " design_region = make_custom_medium(params, beta=beta, use_predict=use_predict)\n", + "\n", + " design_override = td.MeshOverrideStructure(\n", + " geometry=design_region.geometry,\n", + " dl=[dl_design_region, dl_design_region, dl_design_region],\n", + " )\n", + " grid_spec = sim_base.grid_spec.updated_copy(\n", + " override_structures=list(sim_base.grid_spec.override_structures)\n", + " + [design_override]\n", + " )\n", + "\n", + " update_dict = dict(\n", + " structures=list(sim_base.structures) + [design_region],\n", + " grid_spec=grid_spec,\n", + " )\n", + "\n", + " # if include_extra_mnts is False, update sim to only include mode monitors, to save data.\n", + " if not include_extra_mnts:\n", + " update_dict[\"monitors\"] = mnts_mode\n", + "\n", + " return sim_base.updated_copy(**update_dict)" + ] + }, + { + "cell_type": "markdown", + "id": "aaab90f1-970e-4fde-89d8-f08ae61f530f", + "metadata": {}, + "source": [ + "Let's test out our function. We'll make an initially random array of parameters between 0 and 1 and generate the Base Simulation to plot and inspect." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "08846717-16bc-49ee-bcb3-dd5e1c30cd6c", + "metadata": {}, + "outputs": [], + "source": [ + "params0 = np.random.random((nx, ny))\n", + "sim0 = get_sim(params0, beta=beta0, use_predict=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "65933269-50cd-4dea-b32d-25f39492c7dc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sim0.plot_eps(z=0.01)\n", + "ax.set_aspect(\"equal\")" + ] + }, + { + "cell_type": "markdown", + "id": "36ddbde9-64c9-4771-ab9e-8bf2c224f860", + "metadata": {}, + "source": [ + "## Defining Objective Function\n", + "\n", + "With our simulation fully defined as a function of our parameters, we are ready to define our objective function.\n", + "\n", + "In this case, it is quite simple, we simply measure the transmitted power in our `num_freqs = 4` output waveguide modes for each of the `num_freqs = 4` design frequencies.\n", + "\n", + "Our objective when looking at waveguide `i` will be to maximize power transmission at frequency `i`. To reduce cross talk between waveguide `i` and frequency `j != i`, we will subtract the average of the power transmissions for all of the other ports.\n", + "\n", + "Our overall metric will then be the average" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "56ed21ad-0882-46ca-bc99-f1e4163fcc72", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "\n", + "\n", + "def average_over_channel(\n", + " spectrum: xr.DataArray, fmin: float, fmax: float\n", + ") -> xr.DataArray:\n", + " \"\"\"Get average of the spectrum within the frequency range between fmin and fmax.\"\"\"\n", + " freqs = spectrum.f\n", + " freqs_in_channel = np.logical_and(freqs >= fmin, freqs <= fmax).values\n", + " num_freqs = np.sum(freqs_in_channel)\n", + " avg_power = spectrum.values @ freqs_in_channel / num_freqs\n", + " return avg_power\n", + "\n", + "\n", + "def get_power(sim_data: td.SimulationData, mnt_index: int, freq_index: int) -> float:\n", + " \"\"\"Get the average power at waveguide `mnt_index` and frequency channel `freq_index`.\"\"\"\n", + " mnt_name = mnts_mode[mnt_index].name\n", + " mnt_data = sim_data[mnt_name]\n", + " fmin_channel, fmax_channel = channel_bounds[freq_index]\n", + " amp = mnt_data.amps.sel(direction=\"+\", mode_index=0)\n", + " power_spectrum = anp.abs(amp) ** 2\n", + " return average_over_channel(power_spectrum, fmin=fmin_channel, fmax=fmax_channel)\n", + "\n", + "\n", + "def get_metric(\n", + " sim_data: td.SimulationData, mnt_index: int, leak_weight: float = 1.0\n", + ") -> float:\n", + " \"\"\"measure of how well this channel (`mnt_index`) performs. With an adjustable weight to reduce cross talk influence.\"\"\"\n", + "\n", + " power_all = [\n", + " get_power(sim_data=sim_data, mnt_index=mnt_index, freq_index=j)\n", + " for j in range(num_freqs_design)\n", + " ]\n", + "\n", + " power_transmitted = power_all[mnt_index]\n", + "\n", + " # remove the extra term of power_self in power_all\n", + " power_leaked = sum(power_all) - power_transmitted\n", + " avg_power_leaked = power_leaked / (num_freqs_design - 1)\n", + "\n", + " return power_transmitted - leak_weight * avg_power_leaked" + ] + }, + { + "cell_type": "markdown", + "id": "55bbda26-70af-4e53-a77e-d92dac0221f6", + "metadata": {}, + "source": [ + "Next we add a penalty to produce structures that are invariant under erosion and dilation, which is a useful approach to implementing minimum length scale features." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7f7da424-d19e-4e0c-b95d-2ac7c877e246", + "metadata": {}, + "outputs": [], + "source": [ + "from tidy3d.plugins.autograd import make_erosion_dilation_penalty\n", + "\n", + "beta_penalty = 10\n", + "\n", + "penalty = make_erosion_dilation_penalty(radius, dl_design_region, beta=beta_penalty)" + ] + }, + { + "cell_type": "markdown", + "id": "218ac455-3626-4399-a11d-1ba288fe63bf", + "metadata": {}, + "source": [ + "### Total Objective function\n", + "\n", + "Then we write an `objective` function that constructs our simulation, runs it, measures our metric, and subtracts our penalty.\n", + "\n", + "> Note: due to current limitations of the autograd support in tidy3d, when running broadband simulations, one must have only a single output 'port' in the forward simulation. Therefore, we split our problem into one simulation per output waveguide, and then run these in parallel using `web.run_async()`.\n", + "\n", + "> **For FAID:** We set `use_predict=True` and `use_penalty=False`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3bba8bcc-4d2e-4268-a338-aab37513f5df", + "metadata": {}, + "outputs": [], + "source": [ + "# useful for debugging, if you want to turn off the metric, penalty, or prediction\n", + "use_penalty = False\n", + "use_metric = True\n", + "use_predict = True\n", + "\n", + "\n", + "def objective(\n", + " params, beta: float, penalty_weight: float = 1.0, leak_weight: float = 0.0\n", + ") -> float:\n", + " metric = 0.0\n", + " penalty_value = 0.0\n", + "\n", + " if use_metric:\n", + " sim = get_sim(\n", + " params, beta=beta, include_extra_mnts=False, use_predict=use_predict\n", + " )\n", + " simulations = {f\"WDM_invdes_{key}\": sim for key in keys}\n", + " batch_data = web.run_async(simulations, verbose=False, path_dir=\"data/\")\n", + " metric = 0.0\n", + " for mnt_index, (_, sim_data) in enumerate(batch_data.items()):\n", + " metric = metric + get_metric(\n", + " sim_data=sim_data, mnt_index=mnt_index, leak_weight=leak_weight\n", + " )\n", + " metric = metric / num_freqs_design\n", + "\n", + " if use_penalty:\n", + " penalty_value = penalty(params)\n", + "\n", + " return metric - penalty_weight * penalty_value" + ] + }, + { + "cell_type": "markdown", + "id": "94fa67f3-31e2-444c-b2d2-9aea353eef10", + "metadata": {}, + "source": [ + "### Differentiating the objective\n", + "\n", + "Finally, we can simply use `autograd` (`ag`) to transform this objective function into a function that returns our objective function value and our gradient, which we will feed to the optimizer." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3d210aba-1184-4191-a405-08c12531991c", + "metadata": {}, + "outputs": [], + "source": [ + "grad_fn = ag.value_and_grad(objective)" + ] + }, + { + "cell_type": "markdown", + "id": "afabe317-16c2-4d01-a5c0-6678eb470735", + "metadata": {}, + "source": [ + "Let's try out our gradient function." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "c6602755-bcb7-4ef2-8532-c3690788e8ca", + "metadata": {}, + "outputs": [], + "source": [ + "J, grad = grad_fn(params0, beta=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "04e85fa2-dfe9-4c07-bb67-447d1721dcd9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.09930831775707324\n", + "(300, 300)\n", + "0.004744553423072362\n" + ] + } + ], + "source": [ + "print(J)\n", + "print(grad.shape)\n", + "print(np.linalg.norm(grad))" + ] + }, + { + "cell_type": "markdown", + "id": "2351757c-e19c-4715-8bf5-71a775f47602", + "metadata": {}, + "source": [ + "## Run Optimization\n", + "\n", + "Finally, we are ready to optimize our device. We will make use of the `optax` package to define an optimizer using the `adam` method, as we've done in the previous inverse design tutorials.\n", + "\n", + "We record a history of objective function values, and parameters, for visualization later.\n", + "\n", + "> **For FAID:** The PreFab prediction will add close to a minute to the runtime of each iteration.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "4a24ecd3-f2d1-43b0-88cd-8e0a41cc515a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded 70 steps from history file.\n" + ] + } + ], + "source": [ + "import os\n", + "import pickle\n", + "\n", + "import optax\n", + "\n", + "# check if the optimization history file exists\n", + "history_file_path = \"misc/optimization_history_FAID_4ch_R100_1filter_buffer.pkl\"\n", + "if os.path.exists(history_file_path):\n", + " # load the saved optimization history\n", + " with open(history_file_path, \"rb\") as f:\n", + " data_history = pickle.load(f)\n", + " Js = data_history[\"Js\"]\n", + " params_history = data_history[\"params_history\"]\n", + " beta_history = data_history[\"beta_history\"]\n", + " opt_state = data_history[\"opt_state\"]\n", + " start_step = len(Js)\n", + " print(f\"Loaded {start_step} steps from history file.\")\n", + " params = params_history[-1]\n", + "else:\n", + " # initialize new optimization history\n", + " Js = []\n", + " params_history = [params0]\n", + " beta_history = []\n", + " start_step = 0\n", + " params = 0.5 * np.ones_like(params0)\n", + " opt_state = None\n", + "\n", + "# hyperparameters\n", + "num_steps = 70\n", + "learning_rate = 0.1\n", + "beta_min = 1\n", + "beta_max = 50\n", + "\n", + "# initialize the optimizer with the last known state\n", + "optimizer = optax.adam(learning_rate=learning_rate)\n", + "if opt_state is None:\n", + " opt_state = optimizer.init(params)\n", + "\n", + "for i in range(start_step, num_steps):\n", + " perc_done = i / (num_steps - 1)\n", + "\n", + " # in case we want to change parameters over the optimization procedure\n", + " one_third = 1.0 / 3.0\n", + "\n", + " penalty_weight = 1.0\n", + " leak_weight = 0.0 if perc_done < one_third else 1.0\n", + " beta_i = beta_min * (1 - perc_done) + beta_max * perc_done\n", + "\n", + " # make a plot of density to check on progress\n", + " density = get_density(params, beta_i)\n", + " plt.subplots(figsize=(2, 2))\n", + " plt.imshow(np.flipud(1 - density.T), cmap=\"gray\", vmin=0, vmax=1)\n", + " plt.axis(\"off\")\n", + " plt.show()\n", + "\n", + " # compute gradient and current objective function value\n", + " value, gradient = grad_fn(\n", + " params, beta=beta_i, penalty_weight=penalty_weight, leak_weight=leak_weight\n", + " )\n", + "\n", + " # outputs\n", + " print(f\"step = {i + 1}\")\n", + " print(f\"\\tJ = {value:.4e}\")\n", + " print(f\"\\tbeta = {beta_i:.2f}\")\n", + " print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n", + "\n", + " # compute and apply updates to the optimizer based on gradient (-1 sign to maximize obj_fn)\n", + " updates, opt_state = optimizer.update(-gradient, opt_state, params)\n", + " params = optax.apply_updates(params, updates)\n", + " params = np.array(params)\n", + "\n", + " # keep params between 0 and 1\n", + " params = anp.minimum(1.0, params)\n", + " params = anp.maximum(0.0, params)\n", + "\n", + " # save history\n", + " Js.append(value)\n", + " params_history.append(params)\n", + " beta_history.append(beta_i)\n", + " data_to_save = {\n", + " \"Js\": Js,\n", + " \"params_history\": params_history,\n", + " \"beta_history\": beta_history,\n", + " \"opt_state\": opt_state,\n", + " }\n", + " with open(history_file_path, \"wb\") as f:\n", + " pickle.dump(data_to_save, f)" + ] + }, + { + "cell_type": "markdown", + "id": "f082a060-208d-4678-8c60-9701db55faad", + "metadata": {}, + "source": [ + "## Visualize Results\n", + "\n", + "Let's visualize the results of our optimization.\n", + "\n", + "### Objective function vs Iteration\n", + "\n", + "First we inspect the objective function value as a function of optimization iteration number. We see that it steadily increases as expected. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a3f9509b-2448-4505-a013-c2fd26b36052", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(Js)\n", + "plt.xlabel(\"iteration number\")\n", + "plt.ylabel(\"objective function\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c9b97d20-1e6b-4b4c-9f35-fc3c21903e24", + "metadata": {}, + "source": [ + "### Final Simulation\n", + "\n", + "Let's take a look at the final simulation, without the prediction model, which we grab from our history." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a20e8905-5699-47c8-8a97-26db6f5935c6", + "metadata": {}, + "outputs": [], + "source": [ + "# we'll sample the modes at a finer frequency resolution for this final evaluation, for smoother plots\n", + "iter_final = -1\n", + "\n", + "num_freqs_measure = 151\n", + "freqs_measure = np.linspace(\n", + " freq_min - df_design, freq_max + df_design, num_freqs_measure\n", + ")\n", + "\n", + "sim_final = get_sim(\n", + " params_history[iter_final], beta=beta_history[iter_final], use_predict=False\n", + ")\n", + "\n", + "for i in range(num_freqs_design):\n", + " sim_final = sim_final.updated_copy(freqs=freqs_measure, path=f\"monitors/{i}\")\n", + " sim_final = sim_final.updated_copy(\n", + " freqs=freqs_measure, path=f\"monitors/{i + num_freqs_design}\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "464a8789-b539-49e1-b702-73d0bdd4df32", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sim_final.plot_eps(z=0.01, monitor_alpha=0, source_alpha=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "d6ad06b0-b071-4c7c-9807-430795ab42bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.4385708213150775\n" + ] + } + ], + "source": [ + "penalty_value_final = penalty(params_history[-1])\n", + "print(penalty_value_final)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6d843652-60c2-4279-acc2-ea2d019b3938", + "metadata": {}, + "outputs": [], + "source": [ + "sim_data_final = web.run(sim_final, verbose=False, task_name=\"wdm_final\")" + ] + }, + { + "cell_type": "markdown", + "id": "50d3fd39", + "metadata": {}, + "source": [ + "Let's also run the final simulation with the prediction model." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ca094a46", + "metadata": {}, + "outputs": [], + "source": [ + "sim_final_predicted = get_sim(\n", + " params_history[iter_final], beta=beta_history[iter_final], use_predict=True\n", + ")\n", + "\n", + "for i in range(num_freqs_design):\n", + " sim_final_predicted = sim_final_predicted.updated_copy(\n", + " freqs=freqs_measure, path=f\"monitors/{i}\"\n", + " )\n", + " sim_final_predicted = sim_final_predicted.updated_copy(\n", + " freqs=freqs_measure, path=f\"monitors/{i + num_freqs_design}\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "7ba0dd55", + "metadata": {}, + "source": [ + "The predicted fabrication variations show some notable differences from the ideal design, such as the filled-in hole in the bottom left. However, most variations are quite subtle at this scale and resolution. Despite the seemingly minor geometric differences, these variations lead to meaningful changes in device performance, which we will analyze in the next section." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "66224a30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n", + "sim_final_predicted.plot_eps(z=0.01, monitor_alpha=0, source_alpha=0, ax=ax1)\n", + "ax1.set_title(\"predicted cross section at z=0.01\")\n", + "sim_final.plot_eps(z=0.01, monitor_alpha=0, source_alpha=0, ax=ax2)\n", + "ax2.set_title(\"idealized cross section at z=0.01\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "4f1dcef8", + "metadata": {}, + "outputs": [], + "source": [ + "sim_data_final_predicted = web.run(\n", + " sim_final_predicted, verbose=False, task_name=\"wdm_final_predicted\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d13065bd-e796-485f-8a18-1a55f0ebf2bd", + "metadata": {}, + "source": [ + "### Flux\n", + "\n", + "Let's inspect the flux over each of the output ports as a function of wavelength.\n", + "\n", + "We notice that the ports have peaks in transmission at their corresponding design wavelengths, and are suppressed at the other wavelengths, as expected!\n", + "\n", + "> **For FAID:** Because we optimized the design based on the fabrication-predicted geometry, we observe that the predicted design has *higher* performance than the final idealized design. This is intended. This contrasts with non-FAID-based optimization, where the fabrication-predicted structures typically have lower performance than the ideal design due to unaccounted fabrication variations.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "14162970-0b19-4f56-bd64-3b4d4221c499", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_flux(sim_data, title, linestyle=\"-\"):\n", + " for i in range(num_freqs_design):\n", + " freq = freqs_design[i]\n", + " flux_data = sim_data[mnts_flux[i].name]\n", + " wvl_nm = 1000 * td.C_0 / freq\n", + " wavelengths_nm = 1000 * td.C_0 / np.array(flux_data.flux.f)\n", + " flux = np.array(flux_data.flux.values)\n", + " loss_db = 10 * np.log10(flux)\n", + " label = f\"channel @ {int(wvl_nm)} nm\"\n", + " fmin, fmax = channel_bounds[i]\n", + " plt.gca().axvspan(1000 * td.C_0 / fmin, 1000 * td.C_0 / fmax, alpha=0.2)\n", + " plt.plot(wavelengths_nm, loss_db, label=label, linestyle=linestyle)\n", + " plt.scatter([wvl_nm], [0], 100, marker=\"*\")\n", + " plt.xlabel(\"wavelength (nm)\")\n", + " plt.ylabel(\"insertion loss (dB)\")\n", + " plt.legend()\n", + " plt.grid(\"on\")\n", + " plt.title(title)\n", + " plt.show()\n", + "\n", + "\n", + "plot_flux(sim_data_final_predicted, \"total flux (with fabrication prediction)\")\n", + "plot_flux(sim_data_final, \"total flux (without fabrication prediction)\", linestyle=\"--\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "8292b4ef-e18e-4356-bb0f-ae3ea28ff460", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OfSorKwEwGAx1Pq/RaHSsbwjF/RMcHFxr+bBhw/Dz83P8FtatW0dsbCzXXXcdf//9NxUVFQghWL9+fa0xbQk33HADXl5ejr+V49X8XppDzd9MVVUVeXl5jB07FoC///67zvZNzR8Kzvxu7XY73333HbNmzWLkyJF11itzhsFgQKORbyU2m438/Hz8/Pzo27dvvTI6w08//YRWq+Wee+6ptfzBBx9ECOFwRyqcc845JCYmOv4eMmQIAQEBTo/7ddddV2ueuOSSS+jWrVudcTMYDNxwww21ljk7ZyrHOv0z3XfffU3Kt2rVKkpLS3n00UfrxOoo30NzUOaz66+/npCQEMfyIUOGMHXq1DqfG+C2226r9fekSZPIz8+npKSk1nLl99fa0gptiRrc3MHo3bt3rb8TExPRaDQOX29qaioajYZevXrV2i4qKoqgoCBSU1MdyyZNmuS4gNetW8fIkSMZOXIkISEhrFu3jsjISHbt2sVVV13l2Cc5OZkDBw4QHh5er3xKEKZCjx49nP5s+/bt41//+he///57nR9LcXGx08epj9NvvIpyEhcXV+9yJdZGGa++ffvWOWa/fv1Yv359re1O/36UfWtO8MnJyRQXFxMREVGvrKePYUs4/fOCPOHUjCFKTU11KHqny1sTRQlWJurTCQgIqPX3hAkTuP3221m0aBHnnntuvUGMI0aMaPpDnIZykz89LgLkm35NJaAxxGkxIFqtlnHjxrFu3TpA/i1MmjSJiRMnYrPZ2LRpE5GRkRQUFLRa8Tn9e1FuAs2N7VIoKChg3rx5fPHFF3Wum/p+M03NHwrO/G5zc3MpKSlh0KBBjW5nt9t5/fXXefPNN0lJSakVsxcaGtrkeeojNTWV6OjoWsoIQP/+/R3ra+LM76ExTh83SZLo1atXnXGLiYmppdiC83OmMnfXVNCg/rnndI4ePQrQ5HfhLI3Ne/379+fXX3+lvLwcX19fx/LGru2ac4Ty+2uJQtZeqIpPB6ehi8eZi2rixIm8++67HDt2zDHZS5LExIkTWbduHdHR0djt9lqTvd1uZ/DgwSxYsKDeY56uSDh7MyoqKmLKlCkEBATwzDPPkJiYiNFo5O+//+af//xngwG3ztJQBkRDy0+/OboSu91OREQEn376ab3rG5ogm4MrP5cy9kuXLiUqKqrO+pqBxiArJkrA79GjR+vNbCkoKHAEvzaGt7e3Qxnt1q0bID+Nnn6dZWZm1rJc1Ydyky0sLCQ2NrbWuokTJzrqi6xbt44nnniCoKAgBg0a5HgIAFqt+Lj6ervsssvYsGEDDz/8MElJSfj5+WG325k+fbpTv5mG5glnf7fO8MILL/Dvf/+bG2+8kWeffZaQkBA0Gg333Xdfq3/XztJev/P6xq25c2ZnxdkxVpTNsLCwNpeppaiKTwcjOTm51tPYkSNHsNvtDjdOfHw8drud5ORkx9MPyNlZRUVFtYqeKZP4qlWr2Lp1K48++igAkydP5q233iI6OhpfX99aT+eJiYns2rWLs88+26Ua+9q1a8nPz2f58uVMnjzZsTwlJaXOtu35pKCM16FDh+pYPA4dOuRYr7wq1pHTt6tJYmIiv/32GxMmTHDpDaa5xMfHOy0vQERERJ2MqPp46qmnOHDgAK+88gr//Oc/efTRR2tlCoKcSfXHH380eaw5c+Y4Mk2SkpIA2f1YU8k5efIk6enp3HLLLY0eS0l1T0lJYfDgwbXWTZo0CbPZzOeff05GRobjtzF58mSH4tOnTx+HAtQQ7XltFhYWsnr1aubNm1crk66+77Tmusbmj+YQHh5OQEAAe/fubXS7r7/+mjPPPJP333+/1vKioqJaN7/mjF18fDy//fYbpaWltaw+ikvc1cUdTx9TIQRHjhxhyJAhTe7r7JypzN1Hjx6tZWk5/ffY0DkA9u7dW8faXxNnx7jmvHc6Bw8eJCwsrJa1pzkoc3rN+1NHQ43x6WAsWrSo1t9vvPEGAOeddx4AM2bMAKhTnVN52pg5c6ZjWY8ePYiJieHVV1/FYrEwYcIEQL4JHD16lK+//pqxY8fWeqK/7LLLyMjI4N13360jW2VlJeXl5S36XMrTQs2nA7PZXG95c19f31a7vpxl5MiRREREsHjx4loulp9//pkDBw44xrNbt24kJSXx0Ucf1ZJt1apV7N+/v9YxL7vsMmw2G88++2yd81mtVoqKitrmw5zGjBkz2LRpE1u2bHEsy83NrWOJOvfccx21ciwWS53j5ObmOt5v3ryZV155hfvuu48HH3yQhx9+mIULF9ZRcloS4zNw4ED69evHO++8U8td8tZbbyFJEpdcckmjn3fEiBF4eXmxbdu2OuvGjBmDXq/npZdeIiQkhIEDBwLyb2HTpk388ccfTll72vParO83A3V/+zVpav5oDhqNhgsvvJAffvih3jFV5NJqtXVkXLZsWZ1yEMqN1Jnrf8aMGdhsNhYuXFhr+auvvookSS36PI3x8ccfU1pa6vj766+/JjMz06nzODtnKsc6/SHBmUrL06ZNw9/fnxdffLFOeYKaY+/s9VlzPqv5fezdu5eVK1c67jMtYfv27UiSxLhx41p8jLZGtfh0MFJSUpg9ezbTp09n48aNfPLJJ1x11VUMHToUgKFDhzJnzhzeeecdh/toy5YtfPTRR1x44YWceeaZtY43adIkvvjiCwYPHuzwyQ4fPhxfX18OHz5cK74H4Nprr+Wrr77itttuY82aNUyYMAGbzcbBgwf56quv+PXXX+sNdGyK8ePHExwczJw5c7jnnnuQJImlS5fWa4oeMWIEX375JQ888ACjRo3Cz8+PWbNmNfuczqDcDG+44QamTJnClVdeSXZ2Nq+//joJCQncf//9jm1ffPFFZs6cycSJE7nxxhspKCjgjTfeYODAgbX6Qk2ZMoVbb72VF198kZ07dzJt2jT0ej3JycksW7aM119/vcmbuCt45JFHWLp0KdOnT+fee+/F19eXd955h/j4eHbv3u3YLiAggLfeeotrr72W4cOHc8UVVxAeHs6JEydYsWIFEyZMYOHChVRVVTFnzhx69+7N888/D8C8efP44YcfuOGGG9izZ4/j5taSGB+A+fPnM3v2bKZNm8YVV1zB3r17WbhwIXPnzm3yCdJoNDJt2jR+++03nnnmmVrrfHx8GDFiBJs2bXLU8AHZ4lNeXk55eblTik97XpsBAQFMnjyZl19+GYvFQkxMDCtXrqzXSqrQ1PzRXF544QVWrlzJlClTuOWWW+jfvz+ZmZksW7aM9evXExQUxPnnn88zzzzDDTfcwPjx49mzZw+ffvopPXv2rHWsxMREgoKCWLx4Mf7+/vj6+jJmzJh6441mzZrFmWeeyRNPPMHx48cZOnQoK1eu5H//+x/33XdfnTiZ1hISEsLEiRO54YYbyM7O5rXXXqNXr17cfPPNTe7r7JyZlJTElVdeyZtvvklxcTHjx49n9erVTdZ5AvlaePXVV5k7dy6jRo3iqquuIjg4mF27dlFRUcFHH30ENO/6nD9/Pueddx7jxo3jpptuorKykjfeeIPAwMBW9WtbtWoVEyZMaHF8V7vQ/olkKvWhpAzu379fXHLJJcLf318EBweLu+66q076osViEfPmzRM9evQQer1exMXFiccee6zeku+LFi0SgLj99ttrLT/nnHMEIFavXl1nH7PZLF566SUxcOBAYTAYRHBwsBgxYoSYN2+eo8aJEHIa6Z133un0Z/zrr7/E2LFjhbe3t4iOjhaPPPKI+PXXX+ukDJeVlYmrrrpKBAUF1UkVr4/65FDSN+fPn19reUNpw19++aUYNmyYMBgMIiQkRFx99dX1tj345ptvRP/+/YXBYBADBgwQy5cvb7BlxTvvvCNGjBghvL29hb+/vxg8eLB45JFHxMmTJxsfqBo0lM4+c+bMOttOmTJFTJkypday3bt3iylTpgij0ShiYmLEs88+K95///06x1TG5txzzxWBgYHCaDSKxMREcf3114tt27YJIYS4//77hVarrVNnZ9u2bUKn09W5xlrKt99+K5KSkoTBYBCxsbHiX//6l9O1j5YvXy4kSao3Jf7hhx+uN822V69eAnDUlFGoL529oWuzoeuqvjTi+mho//T0dPGPf/xDBAUFicDAQHHppZc60oVrpj83Z/5o7Hd7+nGFECI1NVVcd911Ijw8XBgMBtGzZ09x5513OtL2q6qqxIMPPii6desmvL29xYQJE8TGjRvrvR7/97//iQEDBgidTldrXOr7DZWWlor7779fREdHC71eL3r37i3mz59fp41DQ58nPj6+VrmE+lDG/fPPPxePPfaYiIiIEN7e3mLmzJn1lmgYOHBgvcdxds6srKwU99xzjwgNDRW+vr5i1qxZIi0tzak6PkII8f3334vx48cLb29vERAQIEaPHi0+//xzx/qGrs+GrsPffvtNTJgwwXG8WbNmif3799fapqF2KPXJWFRUJLy8vMR7771X7zh1FCQh2jDKU8Vpnn76aebNm0dubm6HDgpTUenI2Gw2BgwYwGWXXVavq1FFpSZr167lzDPPZNmyZe1ihfV0XnvtNV5++WWOHj3q1vjGplBjfFRUVDwGrVbLM888w6JFi2q5H1VUVNoWi8XCggUL+Ne//tWhlR5QY3xUVNxCWVlZkzfm8PDwLtWg1FVcfvnlXH755e4WQ0WlS6HX6zlx4oS7xXAKVfFRUXEDr7zyCvPmzWt0m5SUlBalIauoqKioNIwa46Oi4gaOHTvWZDn9iRMn1ilPr6KioqLSOlTFR0VFRUVFRaXLoAY3q6ioqKioqHQZ1Bif07Db7Zw8eRJ/f/8O3WRNRUVFRUVF5RRCCEpLS4mOjkajadiuoyo+p3Hy5EmPaSqnoqKioqLS1UhLS6vTqLgmquJzGkpDvLS0NAICAtwsTfthsVhYuXKlo72Cq9mX0T79jVzBwJjANju2Os61aauxbstx7mxjrNAWY62Oc/24eqzbet7wFEpKSoiLi6vV2LY+VMXnNBT3VkBAQJdTfHx8fAgICGiTH5ZfSeeJoW/L710d59q01Vi35Th3tjFWaIuxVse5flw91m09b3gaTYWpqMHNKioqKioqKl0GVfFRUVFRUVFR6TKoio+KioqKiopKl0FVfFRUVFRUVFS6DKrio6KioqKiotJlUBUfFRUVFRUVlS6DqviodGoqzFZ3i9Al0JjL3C1Cl6DSWuFuEboGFeXulkDFjaiKj0qn5WhuGVe9t5mjuepNuS0x5u2l/ydDMObtdbcoHs3x0sPc8ucMjpcedrconk3yIbQXnQvJh9wtiYqbUBUflU7Ln4dzsdkF65Jz3S2KRxN09H9o7FaCjn3vblE8mg1Zv2ETVjZm/+ZuUTwazZqVSFYrmrWr3C2KiptQFR+VTokQgnXJeQD8mZyHEJ23ymuHRggCj/0AIL+q49wmCCHYmL0agI3Zq9Xrua0QAmmtrFhKa35Tr+cuikcqPosWLSIhIQGj0ciYMWPYsmWLu0VScTHH8srJLTMBkFtqIiVP9dm3Bcb8fXiVnwTAqywDY8F+N0vkmaSWJZNvygYgryqb1LIjbpbIQzlyGClHHmcpJwuOJrtZIBV34HG9ur788kseeOABFi9ezJgxY3jttdc499xzOXToEBEREe4WT6UFpBVWcPw0xWZzSgEaCewCNBJ8uyOD0T1Cam2TEOZLXLBPe4raqTEUHcGYX1uxCTjxG0LSIgkbQtIStvsdSrufXWubqtABmIJ6taeonZqM8lROnKbYbM9djwYNduxo0LDixOcMD5tQa5vufr2I8Y1vT1E7NyeOI52m2Egb1yE0WiS7DaHRoFn2KWLsxFrbiMTe0D2hHQVVaW88TvFZsGABN998MzfccAMAixcvZsWKFXzwwQc8+uijbpZOpSV8simVDUfzG1xvF7D2cC5rD9eO9RmfGMpj5/Vva/E8hsht8wk8/nOd5Q5ngLARfPRbgo9+W2t9ccIMTpyzuO0F9BC+OvoOW3P/aHC9HTt/Za3kr6yVtZaPDj+D+4Y819bieQyaJW+jWbemznLH9Wy3o1n9K6z+tdZ6+6QzsT/1YtsLqOI2PErxMZvNbN++nccee8yxTKPRcM4557Bx48Z69zGZTJhMJsffJSUlgNwN12KxtK3AHQjls7ryMwshKKq0UFhu4VBmMRVmGxVmG5VmG5UWGxabHatdYLULbNWvdvspn7skgQSE+ujpHmwko6jS6XPHh/qQGObDil3p6LUadFoJL60GX4MOX4MWX69Tr1pN7U6+bfm9t8U418Rua3l6/4kJ/6GbZCAw9RcE8tjXokY8hLK+OH4aWWMeh6qS2nJo9aBpuot0W41DW45za8ZYCMGNfR5EJ7Rsz1tfex0Nx5sMDh7J9NhLSS2WM768tAYMGiMGrTcGrQGNpG3y3G0xFh1qnIUAuw1sdrDbsd96DxoNSBv/qv96rrlr9XoxfhL2uXdBWYk8ASGdmoiU9xoJNNrq9fXj6vFo63nDU3B2fCThQVF0J0+eJCYmhg0bNjBu3DjH8kceeYQ//viDzZs319nn6aefZt68eXWWf/bZZ/j4qG4SZzHbIKVMIrUUUssksislisxgsTc23XQMvLWCAC8I9BIE6nG8DzdCjK8gQN/oHNdh0NqqCKxMJaAyHW9LAUZLAUZLMTpbJXp7JVqbCQkBCCRhB0Ci+tXxt5ADQBGAHUkIJOxIwl69zHlskh6L1huTLpByQyTlhkiKfeLJ9R+IWefvyo/eLlTYKyiwF1BkL6LYXky5KKdKVGESJkzCJL/HhEVYsGLFLuzYqv/VfN8W6NDhJXnhI/ngJ/nhr/EnSBNEiCaEEE0IUdoofDW+bXLuNkEItGVleOXloSssRF9YiK6kBE1FJdqqKjSVlWgrK9FUVaGpqkKy2ZDa8VYmtFpsRiN2b29s3t7YjUZs3t7Y/HwxR0RgjozEFBmJ3bcTjbkHUFFRwVVXXUVxcTEBAQENbudRFp+W8Nhjj/HAAw84/i4pKSEuLo5p06Y1OnCehsViYdWqVUydOhW9vukndYCCcjNrD+fy24Fc1h3Jo8pir3e7AKMOg06Dj5cWby8tPnr5Va/VoNNIaDWS41WxvihzmEB+ShbVf5SarPx1JA9bPZOcVpIY0yMEby8dNrsdi01gtQks1e/NVjsVZitlJhvlZqtD3kqbRGUlZFfWr92E+noxIj6IKb3DmNwnjKgAo1PjUx8tGecGEQKydqE58D2aIysh91CzlZO2RCssaK0WjNYSAqvSHMsFEpVhgyiKP4/wM28Hg+uVIFeMc2pJKmvS17Anbw8HCg6QVZHlYimbQsJX549W0qDYKyRky5DZbsJkq3JYiaxYsQorFaKCPPKoT7+K9YtlUOggRkeNZkrMFIKNwa2W0FXXs620lKrt26ncuo2q/fsxHzmCvaio1fK1FZLNhq68HMobT6rw6tcP34kT8Jk4EeOwYUialuUTuXTe8GAUj01TeJTiExYWhlarJTs7u9by7OxsoqKi6t3HYDBgMBjqLNfr9V3yAmvqc5/Ir2Dl/ixW7c9m6/ECanim6BZoZER8MMO6BzOgWwAxQd5EBhow6LTsSS92iXwniypZeziP+gzXdgHXje9Bt0Bvp45lswvKTVaKqywUlJsd/wGyiqs4klvGsdwy8svNrNyfw8r9OQBM6h3G7VMSGZcYitRCU1Crri+bFXZ+Autfg8KUWqssPpFUhg7E7N8dq28kFu8IbIZA7Hp/7HofhHITlTQ13ssmfSFpqt9r0Jdl0PPnKxsUIfkfP2MK6NGgKUyymdCay9CaS9FXZOJVfBxDSQo+mZvxLjyIT94efPL2wL63YcztMPY28G79jfh0mjvOJeYSvjj4BT+n/MyRorqZVZE+kQTqIwgzRhLoFYK3zhdvnS8+Wl+8dT546/wwaIzoNDq0kg6dRo9W0qHVaNFJenSSDq1G53jNrczioU1XNSCN4LlR7xLpE1P/WiGw2M2Y7FWYbJVUWSsosRRRZCqgyJxPbmUmWZXpZFWkkV2ZQXpZOull6fyS+gsaScOIyBHM6jmL8xPPR++EW7IxWnI9WwsLKfn5Z0p++JHKXbvAXvvBSWg0ENkNEdUNIrtBeATCPwD8/MDPH+HnL7/39QOdHjQa2QWl1YJWc+pvjQYyM9Bdf1nDsnzwOUTFQLXFs/qJq+7fwi6/mkxQWgLlZUhlpVBaCuWlSLk5cOI4hvRULOnpmA8exHzwIIXvvY+hdy9Cb72NgPOmI2mbdk3WR1e9LzmLs2PjUYqPl5cXI0aMYPXq1Vx44YUA2O12Vq9ezV133eVe4TopVRYbf58oZMORfH47kM3BrNJa6wd0C2DqgEimDYxkQLeAFisCzrLhaD6SJM89NbO67EK+B284ms/Fw2OdOpZWIxHgrSfAW18r+2twbKDjfaXZxv7MEtYn57HmUA670otYl5zHuuQ8hsYGMu+CQSTFBbn6Y9aPELD/O/j9OcivvinrvKHPNBhwAcRP5GBxy61RNQk4/hNC0iAJe62sLvlVg1/6n1QNHdiwqDpv7IYgLEBVaH+IO7VOV56Ff9rvhO15F2PxUfjjP7DtA7j4Xeh5hkvkby4Vlgo+PfApS/YtodQsX+M6ScfobqMZHz2eAaED6BfSD38vf5cp8QDbcv9EQoPAjgYtdmxoJC12YUNCw5bctcyKv7refSVJwktrwEtrwF8fWO82CmWWEoQhjV05u1iTtoYDBQfYmrWVrVlbeWf3O9wy5BaXKEDOYDpyhNw3FlL6++9QIybDKyEBn9Gj8R42DGPfPiQbQsHgmutZWr/21PWsZHVptUg2+XqWNq5HXH5t8w4aLmcJ17SxKu97xQZiLSigfP16yv5cR9natZiSj3DyoYfIW7SIyEf/id+UKS75bCrNx6MUH4AHHniAOXPmMHLkSEaPHs1rr71GeXm5I8tLpXHMVju7MgrYcDSfjUfz2X6iELP11JOYViMxOiGEaQMjOad/JHEh7RsHtS451+EGGxgdyI0TevDBXynsyShGCHm9s4qPM3h7aRkRH8yI+GDuPac3aQUVvLfuGF9sTWNXejGXLd7I8/8YxKUj45o+WGuoKoHv75YVHwCfUJj0EIyYA1414giKXXNTDjr2Awg7AiiPGkPmmCfotvk5fDM3grATdOwH8obe3qJjW32jKOx3FYV9Lmdw6R+w5gXIOwwfXwhnPAqTH5af1NuJHTk7eHDtg+RWylmBiYGJXD/oes6MO5NAQ+MKRWvZlPM7ojrOql/wUK7udSefJi9kf9EOBHY2Zq9uUPFpDn76AAZHj2d89HhuT7qdjLIMfk75maX7l5Jels6TG57k4/0f8/qZr9M9oHurz1cflpwc8t5YSNE33zisO4YB/Qm64AL8zz0X/elWeRcqmJq1vzmuZzEkCdutd6NZ/H+w628QdjRrf8PWXMWnCXQhIQTOnk3g7NnYSkoo/PRT8j/8CHNKCmm33U7EQw8RcuMNbf6wqFIXj1N8Lr/8cnJzc3nyySfJysoiKSmJX375hcjISHeL1iExWW3sSitmw5Fcftqv4dFtv1N5WqxOhL+B8YmhTO4Tzln9Igjy8XKLrDmlVRzLK0cjwXXjEvjHsBg0ksRzFw5i+d8ZLN10nKO55eSWmgj3r+u+dAVxIT7Mu2AQd5/dm8eX72Hl/mwe/no3+zNLeGJGf3TaNqgJmrUHvpoDBUdBo4NJD8L4u9skNgZAX5aBd/4+hKQha+Q/yRtyK0gaUmZ8TtjuxURtexnv/L3oy05i8Ytu+Yk0Whj4D+h9Lvz8COxYCmtfhPStcPknoHfOZdkavjr0FS9ueRGr3Up3/+7ckXQH0xOmo20HxSuvKovjpYfRoOHyXrcys/uVaCQNjw9/nR9TP+Oro+9wvPQw+VXZhBpdO3/F+MUwd/Bcrup3FcsOL+P9Pe9zpOgIV6y4gvmT5zMhZkLTB2kGJatWkfnPR7FXyE1Y/aeeQ9hdd2Hs29el56mX7CykI4cRGg32m25HXHo1aDTY5y9E+uoTNB8sRko+BDnZENE29wltQABht99O8LXXkfPKfIq++JKc+fMxpRyj25NPInm5Z07tqnic4gNw1113qa6tBhBCcDS3nNUHsvnjcC7bUwsxOSw6GsBOiK8X43qGMjYxlPGJofQM8+0QTyUaSWJkfDBXju5On0j/WssvGRHL4JhAvth6ol0ysML8DCy+ZgSvr07m9dXJLPnrOF46jevrBh35Db64GqxVEBALl34IcaNce47TEJKGktgzyRl+P5URSadWSBryht5BebdxRPz9GsJVA+3lAxcshIRJ8ON98mf+6jpZ+dG1jQJrF3ae3/Q8Xx3+CoBzE87lmfHP4KNvPwumhIak0LFc1ONGegUOcCzXSBpmJ1zDgOBhLE9ZQuOJ2K3DR+/DnIFzmNFjBvevvZ9dubu4Y/UdPDDiAeYMnNPq4wshKFjyITnz54MQGIcMIfKfj+AzYoQLpHcSjQb76PHYr7sJ+g2stVxccR22ocPRLP2gXVI3tX6+RD31FIbEXmS/+CLFX3+DNSubuLcXtzjuR6X5eFQ6uysoKSkhMDCwyXS4zsaRnDK+35nBD7sz67R3CPPzYlR8ML4VJ7lx5iT6RQeh0bh2EnBlXERbUzPGxxm+3ZHO/V/uQiPBN7ePZ1j3hoN0LRYLP/30EzNmzGg6EO/Iavj8SrCZIPFsuPg98AlpdJfONM5Qz1gfXw+fXALWSuh3vqzoaZsfd9LUOP/f3//Hu3veRULi3uH3cuOgG51W7jvbGCs0dV2bbWae3/w8y5OXA/DKlFc4N+HcRvdpbJyF1UrWc89R9MWXAARdeQVRTzyBpHPuebuzjjM4N4eU/fkn6ffdj6ioIOyeuwm/444Gt23WvNGFcfb+7ZEWHxWZcpOV/+08yedbTrAn49QkotdKjO0Zytn9IpjYO4zEcD+sVis//ZRB70g/lys9ns4/hsXy5+E8vt2RwcNf7+bHuydi1Lfy6e3oGvjiKlnp6TtTVgB0XcAcnjARrvwcPrscDv4I394GF70rZ+a4iF9SfuHdPe8C8NzE55idONtlx+7MeGm9eHrc0wQaAlmydwlPbXiKfiH9iA9oWZuMnFf+Kys9kkTEPx8hZM6cDmE57ij4TZ5Mt6ee5OQ/HyVv0Zv4jh2Hz/Bh7harS+CRTUq7OieLKnn6+32MeWE1j3+7hz0Zxeg0Emf1i+D1K5LY8eQ0lt40husn9KBXhL86GbmAp2YNIMzPwJGcMv5vdSsbH57cKVt6rFXQ57yuo/QoJJ4Jly+VKz/v/VqO+3ER+/P38++//g3A9QOvV5We05AkiXuG3cOIyBGUW8p5cO2DVFmrmn2c0tWrKfjwQwCiX5lP6PXXq/NMPQRecAEBs2aBzcbJhx7C5mQdGpXWoSo+HkRGUSWPf7uHKfPX8OGG45SZrPQM8+VfM/uz5Ylz+OD6UVyQFIOfQTX0uZogHy+eu3AQAIv/OMq+ky0001cUwJfXyq6exLPhso+6ltKj0OdcmPWa/P7Pl2H3V60+ZKm5lHvX3EuVrYoJMRO4b/h9rT6mJ6LT6Hh58suEGEM4VHiI/2z5T7P2N6dncPKxxwEImTOHwJkz20JMjyHqqSfRx8VhOXmSrKefdrc4XQJV8fEAzFY7b649wtn/Xctnm09gsQnG9Qzlk5vGsPrBKcyd1JMQ3y5482xnpg+K4rxBUdgFvLcupekdTsdug69vhOITENwDLvmgzYJ7OwXDroEJ98nv/3cnnNjUqsO9v+d9ssqziPOP4+XJL7dL5lZnJcIngv9M+g8SEt8kf8O2rG1O7SfMZjIeeAB7SQnGoUOIePCBpnfq4mj9/Ih5ZT7odJT89DMVf//tbpE8HlXx6eTszShmxv+t4+VfDlFlsTM6IYSvbh3H57eMZWLvMNW83M7cOiURgBW7M8kvMzWx9Wn8/hwcWwN6H7jiU/AOcr2AnY2zn5KDnG1m+PIaKMls0WGyyrP45MAnADw88mECvDwncaGtGBc9jov7XAzA27vfdmqfvPfeo2r3bjQBAcQuWKCmaTuJ99ChBM6W3a6Fn37mZmk8H1Xx6cRsOpbPFe9s4khOGWF+Xiy4bChf3jqW0T0az/xRaTuGxgYyOCYQs83Osu3pzu94fD2sXyC/n/0GRDZcFblLodHARe9A5CAoz4WvbwBb8ztUv7HjDUw2EyMiR3BG3Bmul9NDmTt4LjpJx6bMTezM2dnotraSEgqWfAhA1L//jT6m/lYbKvUTfLXcuqRk5UqseXlulsazURWfTsrvB7OZ88EWykxWxieGsvqBM7hoeKxq4XEzkiRx7Vg5C+bTzanY7U5Ui7BUwQ/3ye+Hz4HBl7SdgJ0RL1+47GPw8ocTG2H1M83a/UD+AX44+gMAD418SP2NNIMYvxhmJc4Cmrb6FHy8FHtpKYbevQiYOaM9xPMovAcOxHvoULBYKFq2zN3ieDSq4tMJ2XQsn1s+3o7Jauec/hF8cP0oAn3U2g4dhVlDowkw6kgrqOSP5Nymd1i/APKTwS8Spjbvpt5lCE2ECxfJ7zf8Hxz40andhBD8d9t/EQjO63Eeg8IGtaGQnsnNg29GK2lZn7GevXl7693GVlJCwUcfARB2550t7kLe1Qm+Rm5PUvjFlwir1c3SeC7q1dnJsNrsPPm/vVjtghmDo3jrmhGtrxmj4lK8vbRcMkLu3fXJxtTGN845COuqXVznvaTG9TTGgAtg7J3y++/vhqqmM+d25+1mc9Zm9Bo99w6/t40F9EziAuKY2VPOzGrI6lP86acOa4//tGntKZ5H4X/uuWhDQrBmZ1O6+nd3i+OxqIpPJ+OzLSc4nF1GsI+eF/8xBH1b9IZSaTVXj5UbPf5+KIe0gor6NxJCbtFgt0Cf6TDgwnaTr9MydR6E9YHKAvjr9SY3/9+x/wFwXo/ziPFTY05aytzBc5GQWJu2lsOFh2ut01RWUrRUDhxXrT2tQ+PlRdBllwJQ+Jka5NxWqFdoJ6KowsyCVfKk88DUPqp7qwOTGO7HuJ6hCAE/7D5Z/0ZHfpNjVvQ+MOOVdukV1OnR6uVML4CNb0JJA2MLmISJlakrAbio90XtIZ3H0iOwB2d3PxuA7458V2td0IYNqrXHhQRffjloNFRs3ozpyBF3i+ORqIpPJ+K135IpqrDQN9KfK0d3d7c4Kk0wO0nuXL5idz0p2ELAn6/I70feCEFx7ShZJ6ffTIgbKxd5XPNCg5vtNe+lwlpBfEA8wyOGt6OAnskFvS4AYMWxFVjscmadEILArXKNn9BbblGtPS5A360bfpMmAVC6Zo2bpfFM1Ku0k5BWUMHSTXK8yJOzBqBTXVwdnnMHRqHVSOw7WVKnMax0YgOkbQKtF4y7y00SdlIk6VQQ+M5P5Tipethu3g7Ahb0uVDO5XMCEmAmEGEMoqCpgQ8YGAKp27kRfWIjk44P/Oee4WULPwXfCBAAqNm12sySeiXr37CT8fjAHm10wOiGECb3C3C2OihOE+HoxPjEUgJ/21Lb6aP56VX4z7BoI6NbeonV+uo+B/rNA2GH1vDqrU4pTOGE7gVbSckHiBW4Q0PPQa/TM6CGnqf/vqBw7VbpiBQB+55yDxtvbbbJ5Gj5jxwBQsX07wmx2szSeh6r4dBL+PCynRZ/ZL8LNkqg0h/OHyErNjzXcXUHlx9CkrAVJCxPUTKMWo8T6HPoZimsXi1SCmidETyDcJ7y9JfNYFHfX2rS1FJXlUfbLrwD4n3++G6XyPAy9e6MNCUFUVVG5e7e7xfE4VMWnE2C22tl4LB+AyX1Ua09nYtqAKHQaiQOZJRzNLQOgT/b38sohl0FwgvuE6+yE9Yb4iYCAXV84FlvsFlakyJaIC3qq1h5X0i+kH32C+2CxW9i4fBH24mKs/v54jx7lbtE8CkmS8K22+pSr7i6Xoyo+nYDtqYVUmG2E+XnRP0rtMdSZCPb1crgmf9qdCWXZRBXvkFdOvN+NknkISVfKr7s+lwPGge3Z28mvysdX8mVizEQ3CueZzE6Ue0pVrPgFgJKkJCStWkvM1fiMHQtAxabWNedVqYuq+HQC/qyu/jupdzgajRqk2dmYOVh2d63Yk4nm4AokBPbo4RDe182SeQADLpDLAeQfgXQ5u2h9+noA+uj7oNeoJR9czcyeM/Ezaei1twiA0uHD3CuQh+KrKD67dmGvrHSzNJ6Fqvh0AtY5FB/VzdUZmTYwEp1G4mBWKVW7lwMg+s92s1QegsEflLHcJRd8++vkXwD00fVxl1QeTZh3GFdl98DLBuWxIZi6qcH5bYE+Lg5ddDewWKjasdPd4ngUquLTwckrM7E3owSAiari0ykJ8vFiYu8wwijGO3MLAPZ+quLjMhR3195vyCo6zpGiI2gkDYm6RPfK5cGM3W8DYNNgg1p4s42QJAnfMdVWny1b3CyNZ6EqPh2cv47kAdC/WwAR/kY3S6PSUmYO7sZ07RY02Cn06QlBagFKl5EwGQJioaqY9TvfBWBQ6CB8ND5uFswzsVdV4bfvBAA/xuZQai91s0SeixLgXLlFDXB2Jari08H5ozqNXc3m6txMGxDFTK08eR3yVTNgXIpGA0MvB+CvE3Jjx/HdxrtTIo+mYvt2MJspCdSTEQoHLfUXkFRpPT5jZMXHtG8/msoqN0vjOaiKTwdGCMG6ZNniM7m3WoukMxNoL2KMRr5B/GAd7WZpPJAhV2ABNtlkt7Cq+LQd5Rvkqs0Vw3qDJKmKTxuij4rCKyEB7Ha8U465WxyPQVV8OjDphZXklprQayVGxAe7WxyV1nDgezTY2WXvyeqiKHdL43mE92F3eA/KNBqCdT4MCB3gbok8lvINGwHodsZ0AI5aj1JpVbOO2grF6uN9PNXNkngOquLTgdl3shiAPpH+GPVqnYxOzX65kvCvYgxZlRLJ2WVuFsjzWB/RA4Bxki8aSZ3a2gJrfj6mAwcASDznH0T7RmPFyuYsNQalrTD0lbMTvXJy3CyJ56DODh2YfSdls/2g6EA3S6LSKmwWSJNvDIVxZwPw094sd0rkkfwlyTEQE/Mz5B5eKi6nfKNcTM/Qrx/6sDCmxEwB4I/0P9wplkdj6NkTAK/cXDdL4jmoik8HZm+GbPEZGKNWa+7U5BwAaxUYAhmeNBKAn/dlI6orDau0nrzKPA6Uy/26xhfmIGXucrNEnokS3+M7Xo6hmhw7GYA/M/7EZre5TS5PxquHrPjoCwrUhqUuQlV8OjB7qy0+A1WLT+fmZHWLiuihnN0/Eq0kOJpbTnKO6u5yFduztwPQVzISarcjHVnlZok8DyFEHcVneMRwjBgpNBWyJ2+PO8XzWHQR4Ui+vkh2O5a0NHeL4xGoik8HJaekitxSExoJ+nfzd7c4Kq3h5N/ya/Rw/I16+gbKlp6V+1R3l6vYkSMrl8ND5KBmVfFxPeaUFKxZWUheXviMHAGAXqOnt743AOsy1rlTPI9FkiS8esjxa+aUFDdL4xmoik87cSSnjM+3nHB6eyW+JzHcDx8vXVuJpdIeOCw+ck+jwSHVis/+bHdJ5HH8nS0rl8N6ngeAJnMHBkuxO0XyOMrXy61AvEcMR2M8VUxVqZC9NWurW+TqCnj1SABUxcdVqIpPO5BWUMHUV//giW/3kFZQ4dQ+SnzPoBjVzdWpsVRB9j75fcxwAAYFCyQJdqcXc7JITQNuLeWWcg4VHgJgWPwZDgUzskSN83El5RvlNHbFzaXQQydbI/bk7aHC4tz8ptI89NUWH4uq+LgEVfFpB+JCfJjYKwy7gCV/HXdqn73VqewDo9XA5k5N9j6wW8EnFALjAAjwgmFxQQD8dkC1+rSW3bm7sQs70b7RRPlGQe9zAVXxcSXCbpcrNnOqa7hCiCaEKJ8orHYrO3N2ukE6z8erOrPLnHLcvYJ4CKri007MnSRfuF9uPUFxpaXJ7ZXGpGpgcyenRnxPzWaO5/SXK3Gv3KcqPq1Fie8ZFilbeugzDYDwkr2y0qnSaszHj2MvKUEyGjH261drnSRJjIyUsxW3ZKnNNNuCmjE+ajZo61EVn3Zicu8w+kb6U262NRnrU1RhJqPaBTJAtfh0bk6L71GY2j8CgE3H8imuaFoRVmkYh+ITXj3G3ZIQxkD09kqkrN1ulMxzqNyxEwDjoIFIen2d9Yrio8b5tA36uDiERoMoL8eqFjJsNari005IksTcSbLWvuSvFMzWhgusKYHN8aE+BHrXnWRUOhEZ1Raf6vgehYRQX3pH+GG1C9YcUieylmK1W9mVK7u0HBYfjRYRNw4AKXW9u0TzKCp3yWPsk5RU73pF8dmXv49yS3l7idVlkPR6LCEhAJiPqT27Wouq+LQjs5OiCfc3kF1i4sfdJxvczhHYrLq5OjemMsiTg25Pt/gATBsYCcDK/Wpae0s5VHiISmsl/np/egX1ciwXCRMBkI7/5S7RPIrKnTsBMA4dWu/6aN9oYvxisAmbo6aSimsxR8jucZOq+LQaVfFpRww6LdePTwDgnT+PYbfX76t1FC5UKzZ3brJ2y60T/KPBv25j0nMHysvWHsrFZFWr3raEHdmymyspIqlWfy57fLXik7ZJbhmi0mJsZeWYkpMB8G5A8QEYHTUaUN1dbYU5XHaPm4+pmV2tRVV82plrxsTj66XlYFZpvRk9FpudTcfyARisprJ3bhqI71EYHBNIuL+BCrONbccL21Ewz8ER3xNx2hhHDMCk9UOylJ/6HlRaRNWe3SAE+uho9BERDW43KmoUoAY4txXmcNniY07p+BYfe0UFZX/8QfH331Pw2Wfkv/ceRd9+R8WOHdiKitwtHmplvHYm0EfPdeMTeGvtUd74/QhTB0Qi1cj2WX0gh9xSE2F+Bsb2DHWjpCqtxhHfU7/iI0kSk3qHsfzvDP48nMuEXmHtKFznRwjRsOIjacj360d08TZI+RPiRrtBQs9Aie/xbiC+R0Gx+BwsOEiJuYQAL9Vi7UpOubo6rsWn6vBhir74kuLvv8de1nBLHm1QED1//AFdmHvmPNXi4wbmTuyBt17Lnoxi1h6q3XFXyfi6dGQseq369XRqcvbLr1ENuwem9JEnsz8Oq52Xm0t6aTq5lbnoNDoGhQ2qsz7Pv7/85rjaSqE1KBld3kkNX8cAkb6RxAfEYxd2tmepcT6uRrH4WLOysJV1rABye0UFGQ88SMrsCyj87DPsZWXoY2LwHT8e/6lTCbxgNj5jx6KLkt379qoqtNXB2u5Atfi4gVA/A9eOi+edP4/x+upkzugbjiRJpBVU8GeyfAO8YlScm6VUaRVCQEH1k1loYoObTeodjiTBwaxSskuqiAwwNritSm02ZW0CYEjYEIy6uuOW51et+JzYDFYT6AztKZ5HIIRw2uIDsrsrtSSVrdlbObP7mW0sXdfC7uODNjQUW34+5uPH8R400N0iAWDJyCDtzrswHTwIWi3+Z59N8BWX4zN2LJKm7sO7vbwcS1ZWvevaC9Wk4CbmTuqBQadhZ1oRfybnAfDl1jSEgIm9wogP9XWzhCqtojQLrJUgaSGoe4Obhfh6OWK5/lStPs1i40m5hcK46HH1ri81xiB8w+XvIUO1QLQES2oqtqIiJC+vOoUL62N4hFy2QSkxoOJalNYV5mNH3SyJTMW2baRccimmgwfRhoYSv/RjYv/vdXzHj29QsdH4+mJIbPhhsD1QFR83EeFv5Kox8g3xtqXbWfJXCl9tSwPgytEN3yhVOgmF1daewFjQNl6LSXF3KQqwStPY7DY2Z24GGlZ8kCRE9+q+Uimqu6slKNYe48CBSF5eTW6fFJEEwP78/ZhsprYUrUuiVHDuCCnt5tRUTtx8C7bCQgwD+tNj2Vf4DB/e9I4dAFXxcSP3nd2HcT1DqbTYmPfDfnJKTYT6ejF1QKS7RVNpLQXVE1NIzyY3nVyt+KxLzsXWQIkDldrsz99PibkEf70/A0MbNvmL6rR2Nc6nZVRU1+9pLI29JrF+sYQaQ7HarezP39+GknVNHF3a3RzgLGw2Tj72OKKyEp+RI0n49FP00dFulak5qIqPGwn00fPp3DE8e8FAfLy0AFw2Kg4vnfq1dHqU+J6QHk1umhQXhL9BR1GFhT3VxStVGmfDyQ0AjO42Gp2m4VBFpZ4PaVvAam4P0TyKyp3Ox/eAnKmoWH3UhqWuR5+QAMg9u9xJwcdLqfz7bzQ+PkS/9B803t5O7Wex2fl2RzqvrjrcxhI2jhrc7GY0GolrxyVwRt8INh7L58KkGHeLpOIKFFdXcNOKj16rYXyvUH7dl82fh3NJqu7crtIwGzPl+J7x0eMb3zC0F/iEQkU+ZO6CuFHtIJ1nYK+qwnRYvkF5Dx3i9H5J4UmsPrFaVXzaAK+E6hif1FSE3e6WAGHTsWPkvvoqABGP/hN9TNP3rHKTlS+2pvH+umOcLK5Cq5G4dGQsscE+bS1uvaimhQ5CXIgPl41UrT0eg8Pi07SrC2BKH7kwnBrg3DQVlgpH8Oy4bg3E9yhIEsSNkd+nbWpjyTwL06FDYLOhDQ11pCE7g8Pik7tT7STuYnTR3ZD0eoTZjOVkZrufX1itnHzsMYTZjO/EiQRdemmT+2w4ksfEl37n2R/3c7K4ijA/Aw9M7UOAG/tQqndZFZW2wBHj07TFB2BSb7mQ1460IspN1raSyiPYlr0Nq91KjF8McQFOlH1QFJ8TquLTHCr37QPAOHBArSKrTdE/tD96jZ6CqgLSS9PbSrwuiaTVoo+Xk1/Mx4+3+/lLfv6Zql270fj70+25Z5u8Lr7fdZI5S7ZQWGEhIdSHF/4xmPX/PJM7z+xFgFFVfFRUPIfKQqgqkt8HJzi1S1yIDzFB3tjsgp1pRW0lmUegxPc06eZS6D5Wfk3bLNdXUnGKqr2K4tO8ejEGrYEBoQMA2eqj4lq83BTnI4Qg/4MlAITeeAP6JqyA7607xj2f78BiE8wYHMUv903mqjHdMeq17SFuo6iKj4qKq1HcXH5R4OV8PaaRCcEAbEkpaAupPIam6vfUoVsSaL2gPPeUJU6lSaqqLT7ezVR8QI7zATXAuS0wKIpPO1t8KjZtwnTgAJK3N0FXXNHotm+uPcJzKw4AcP34BN64cniHUHgUVMVHRcXVNNPNpTAyQS7hvi1VVXwaIrMsk2PFx9BIGkdvqCbRG081ik3b3HbCeRD2qipMR44Azbf4QO04HxXXotTyaW+Lj2LtCbr4YnTBwQ1ut3JfFi//cgiAh8/ty1OzBqDVOO8qbQ9UxcedmCtg3QLIS3a3JCqupBkZXTUZXa347DhRhMVmd7VUHsH3R78H5KakgYZA53dU43yahSOwOSSkWYHNCkPD5bo/yYXJlJkbblap0ny83GDxqTp0mPJ160CjIWTOdQ1udzCrhPu/3AnAdePiufPMXs2KD2svVMXHnfz+LKyeB9/MVWMPPImC4/KrkxldCr0j/Agw6qgw2ziQWeJ6uTo5dmHn2yPfAnBx74ubt3PNOB+VJjkV2DywRTeucJ9wYvxiEAh25+12tXhdGsXiY8nMxF5V1eT2NruNffn7+DP9T344+gOfH/ycv7P/xma3OX3OgiWytcd/2jS84upPKCgoN3Pzx9soN9sY1zOUf58/wOnjtzdqHR93UXQCtr4nv8/cCSc2QryTwZoqHZtC54sX1kSjkRiZEMLvB3PYklLAkNgg18vWidmcuZmMsgz89f6cE39O83aOrXaL5R6Ug8+9GzbVq5yK7zEObPnNKykiiYyyDHbl7HI+EF2lSbTBwWgCArCXlGBOPYGxb596t7PYLPxw7Ac+2PsBqSWpddaHGkM5q/tZXNz7YgaGNezOtGRnU7xihbzPjTfUu43dLrj3ix2kFVTSPcSHN68ejl7bce0qHVcyT2fNC2Azg1T9FWxc5F55VFyHEuPTTFcXwCglzud4oSsl8giWJy8HYEbPGXjrnKsU68AvHEKqGyOmbXWxZJ5H1T653URL4nsUHAHOapyPS5Ek6VTrigbifFYcW8H05dN5asNTpJak4qf3o39If8Z2G8uU2Cn46/3Jr8pn2eFlXPXTVby96+0GLUBFy74GiwXvkSPwHlJ/Iculm1JZl5yHUa/h3etGEuzbdF83d6JafNxB9j7Y9YX8/oI34bvb4OAKORuomVYClQ6GpRJKqwuLteC7HFWd2bUttQAhRIf0j7uDwqpCVp9YDbTAzaXQfSwUHJULGfaZ5kLpPAt7VRWmZDnu0HvQoBYfZ0i4fJPck7cHu7CjkdTnbFdhSEigatfuOnE+NruNV7e/ykf7PwIgwjuCOQPncEmfS/DRn6qSbLFZ2Jq1la+Tv2ZV6ioW7lzI1qytvDjpRcJ9wmsds+SXnwEIuuSSemU5mlvGiz/LGVyPndefvlH+rvqYbYZ6JbqD1c8AAgZcAElXQuLZ8t+b33a3ZCqtpfC4/GoMbJE7ZXBsIF46DXllZlLyyl0rWyfmx2M/YrFb6B/Sn/6h/Vt2EEeAsxrn0xitDWxW6B3cG6PWSKm5lOMlx10noEq9mV2l5lLu/P1Oh9Jz8+Cb+fnin7lu4HW1lB4AvVbP+JjxLDhjAc9PfB5vnTebszZz6Q+X1nKLmY4cwXzkKOj1+J91Vh05LDY7D3y5kyqLnUm9w7h2bHxbfFyXoyo+7U3eETj8C0haOOtJedm4O+TXHUuhSm1S2amp6eZqgbXGoNOSVB3bo7q7ZIQQDjdXi609cCrAOWM72CwukMwzaW1gs4Jeo3cUMtydqwY4u5KamV15lXks3rWYC7+7kL8y/sKoNTJ/ynzuGX4PXtqmXU6zE2fz5flf0iuoF/lV+dy26jbyKvMAKPn1VwD8xo9HGxBQZ9831xxlV3oxAUYdL18yBE0HS1tvCFXxaW+yqieA6GEQ1kt+n3g2hPcDcxns+dp9sqm0nmZ0ZW8IpZDh1uNqPR+AAwUHOFJ0BIPWwHk9z2v5gUJ7gyEQrJWQs991AnoYrghsVlDS2lXFx7UoFp+i5P1MXXYOi3YuIqcyh2jfaD467yOmJ0xv1vF6BPbg3WnvEusXS3pZOnetvosKSwWlv8iKj//0usf743Aur6+Wm9g+e+EgugU2M+7OjaiKT3uTJ18ohPc9tUySoN9M+X323vaXScV1FDavOWl9jOqhFDJULT4Aa9LWADApZhIBXnWfOp1Go4GY4fL79G0ukMwzcUVgs8Lg8MGAqvi4Gl1cLACGCgve5VaSwpP4z6T/8MM/fnBY2ZpLmHcYi6cuJtgQzL78fTz35W1yrJdej//Ztd1cR3JKueuzv7ELuHRELLOHRrf6M7UnquLT3iiKT9hpKYih1daf/KPtK4+Ka1FifJzs0VUfiqsrJa+ckirVJbM2bS0AU+KmtP5gsSPl14ztrT+WB2I3mRwVm1vSquJ0hoTJAc7JRclUWCpafTwVmTcPvk9u9TPAgp4PsXTGUmb2nOmUa6sx4gPiWXj2QoxaI15/yL8R3/Hjarm5CsvN3PTRNkqrrIxKCOa5fwzqdEkYalZXe5Nbj8UHTqXaqr2EOjdFJ+TXoJYH+QX7ehET5E1GUSX7T5Ywtmeoi4TrfGSVZ3Gw4CASEpNjJ7f+gDHVio9q8akX06FDYLWiDQ5G161bq48X6RtJpE8k2RXZ7Mvfx6ioUS6QsmvzbfK3vLvnXf4VIhFeIuhX1nwraFGFmW93ZPDdjgzKzTaig7yJCTLSO8Kf6YN689zE5xBv3wdA3tjedK/er7DczO2fbic1v4LYYG8WXzMCg67j9OByFlXxaU/sNsivbk9Rx+JTrfgUp4OlSu4vpNK5EKKG4tO98W2bYFBMABlFlezNKO7Sio9i7UmKSCLEGNL6AyoWn7xDUFkE3kGtP6YHUblXdrW3NrC5JkPCh7AqdRW7c3erik8rOVhwkGc2PgNAcJ9BcHwP5uPO9+wqKDfz7I/7WbEnE7P1VFucIzmn2oo88+N+pgeYuDcXrBp4UvqRD8pv5Pu/i/i/1cmUVFnx9dLy/pxRhPoZXPfh2pFO4+p6/vnnGT9+PD4+PgQFBdW7zYkTJ5g5cyY+Pj5ERETw8MMPY7Va21fQxig6AdYq0BrqukJ8QuXAS8SpOBGVzkV5rvz9ShoIiGnVoQZFy32o9p3s2q0rFMXnjLgzXHNA37BTv72Tf7vmmB6EI7B5UOvdXApqgLPr+OHYD1iFlcmxkxkx8nzA+Z5dheVmrn5vM9/uyMBstdO/WwDPXDCQT24aw8uXDOHes3szukcIkgRBW9cBsLu7gVQpn3M+vpPnVuynpMpKvyh/ls4d0ynq9TREp7H4mM1mLr30UsaNG8f7779fZ73NZmPmzJlERUWxYcMGMjMzue6669Dr9bzwwgtukPgUFruFXTm7OHb4By4DOZ5Hc5p5UJIgtCec3AH5RyCihbVKVNyHYu3xjwZd63ztg2JkxWdvRtctb1BmLmNzllxzx2WKD8jursLjkL4dEuvWJunKuDKwWUEpZLg7b7dalLMVCCFYm7EWkMs6GLzkOabq4CGExYKk1ze4b2G5mave28yBzBLC/Ay8fe1whncPrvNd3A9kFleSftliALZGn4EQa8FnL8FRW3h0wlwuGRHX4bqtN5dOY/GZN28e999/P4MHD653/cqVK9m/fz+ffPIJSUlJnHfeeTz77LMsWrQIs9ncztLWxmKzcOOvN/JsynLytBoIr7+3iiPORw1w7pwUVRf+aqWbC2BgjOy3P5pbRoW5A1kt25ENJzdgtVuJD4inR4ALK5o7ApzVOJ+auDqwWaF/SH90ko68yjwyyzNddtyuRpY9i8zyTIxaI+Oix2EcNBDJ2xtLWhqZTz2NaKDRdVGFbOlRlJ4vbhnDiPiQBhXQMFMpfqnydTD/pSe4ZeDdAIiQ74mLTu/0Sg90IotPU2zcuJHBgwcTGRnpWHbuuedy++23s2/fPoYNG1bvfiaTCZPJ5Pi7pER2LVgsFiwW12TU6NETHxDP8ZLjHPDyYnxIL+z1HFsTlIAWsOclY3PRuZ1F+ayu+synY7d1npt3S8dAk39c/v4CYxv8/pwd52Cjlgh/AzmlJvamFTKse5BTMnSmcYbGx2HNCTmNfXL05Ga7rBsbZykqCR0g0rdhNZubXWiys42xQlPXXNW+fWC1ogkORoSFOfU7cOZ61qKld3BvDhQcYEfWDsLjwxvctiaddZzB9fOoxWLhgEVuCzG221h0Qofw8yNq/stk3nMvxcuXo4kIJ/TOO+vs+/jy3ezPLCHMz4ulN4wgPtjYqHwla+TfnWHwIAgK4rah15JZeYQfU37kwT8e5MNpH9IzsOXlOtoSZ8fdYxSfrKysWkoP4Pg7Kyurwf1efPFF5s2bV2f5ypUr8fHxqWePlhFQKT/BH/LywphWzsmffqqzTWxBKSOAgiPb+Kue9e3BqlWr3HLejsTxnS3bb0jaenoAybkmDjbx/TkzzmFaDTlo+Oq3jWRG1f8019lpaKxtwsbvJb8D4JXuxU9ZLfs91DfOGruZmZIWTUUea7/7iApDRIuO3dlo6roO3LiJSKA0PJyff/65Wcdu6noOqJDnv++3fY91X+dVaJylpXNIYyiKT3B+MD/VmF8CL7iAyG+/pXDx2xzIzaVk9GjHuiMl8NM+HRKC63tUcHjbnxxu4jzRX32FH5AR1Y091ecZKUayR7uHVEsqN/98M7f53YavxtfVH7HVVFQ4VzLBrYrPo48+yksvvdToNgcOHKBfv35tJsNjjz3GAw884Pi7pKSEuLg4pk2bRkA9JbpbSs6+HHbv2s0BLz1zzrmcpMi6pmQpIwo+fJtQipgxY4bLzu0MFouFVatWMXXqVPSN+Ipbyv5OFKQ7ILpl37v2848gDxJHnEXPpPq/v+aM82HDEfavPQbB3ZkxwznXQ2caZ2h4rPfl76Pi1wr89f7cev6t6DTNm6qaHOecRZC5gzP7+CMGNu+31tnGWKGp6zpn82ZKgNgpkxnq5Pzj7PUsUgSbN26mzL+MGdOcO3ZnHWdo+RzSECeKTpD5UyYaNNx13l0EG2v0AZwxg/ywMArffZeo7/7HyIsvxjh4MDa74O3Fm4BSLh8Vx62zmy5sKMxmjj09DwEkzb0J44BT+0yqmsSclXNIL0vnK+krXhj/Ar2Derv0c7YWxWPTFG5VfB588EGuv/76Rrfp2dM5k1pUVBRbtmyptSw7O9uxriEMBgMGQ92UPL1e71IFYKCfnOVz0OCFPrIf1HfsSDn2RyrLQm83gcHPZed3Fld/bgWNtvMYF1v8+UvSANCF9qj/+z3tHE2dZ0icPLntzyx1WqbONM7Q8FgfKjoEyIGx3oaWl8JvcJzjRkHmDnSZOyHpimYds7ONsUJT15DpwEEAfAYPbvZvoKnreXiUXDH7YMFBhEY4VWivs44ztGIOaYAN2RsAOUMuwr+uhTLygfuxpqVR+ssv5Dz2OD2+Xc7yfXnszyzF36jj4XP7OSVT2eYtiMpKdBER+A0ZUisOKEIfwaKzF3HDrzdwtPgo1/5yLfeNuI+r+1+NRuoY4cJOz5NtLEejhIeH069fv0b/e3k5lx0zbtw49uzZQ05OjmPZqlWrCAgIYMCA1vecaS39bLKr4oReTzm2+jfyDgbv6lolaiHDzoULa/goKJldh7NLMVkbuGY8lP0FcnZRS8vvN0lsdT0ZNcAZqA5sTpZrjLkysFkhzj+OIEMQZruZQwWHXH58T2dNuhx3c2bsmfWulySJbk8/hS4yEnNqKun/eZn5v8rjfO/ZvZ2ut1O2di0AflOm1Bv83DOoJ9/M/obJsZMx2828vPVlrlxxJW/seIMNJzdQbilvwadrfzqNSn3ixAkKCgo4ceIENpuNnTt3AtCrVy/8/PyYNm0aAwYM4Nprr+Xll18mKyuLf/3rX9x55531WnTam5Dik0RYreTodBwqOMTwyOH1bxiaCOkFUHAUug1pXyFVWo4La/goRAcaCfbRU1hh4XBWGYNjA11y3M7Avjy5nszAUNffhAGIGSG/Zu4Gq7nV5Qc6O46KzUFB6KJd33dJkiSGhA/hz/Q/2Z2329HDS6Vpik3F/J0j15yaEttw2xZtUBDRL77AiRtvovyrL0kY50fAwJFcNy7BqfMIIU4pPmc0fJ4w7zAWnrWQrw59xSvbXmF//n72559q+htqDCXGP4ZYv1j6BPehf2h/+of0r+2eczMdwz7lBE8++STDhg3jqaeeoqysjGHDhjFs2DC2bZOf2LRaLT/++CNarZZx48ZxzTXXcN111/HMM8+4WfJq8g7T3yxHnB8oONDwdmpKe+fEhTV8FCRJOlXP52TXqedTZa3iaJF8/beZxSekJxgDwWZSO7VTs3Bh2/VdGhymNixtCesy1mETNiI1kcT5xzW6re/48XhfeRUA9//9Ff+aHIOXzrnbvPnYMSzp6UheXviOHdvotpIkcXm/y/nhHz/w1LinmNVzFtG+ssKcX5XP7tzd/JTyE6/9/Rq3rrqVyV9O5uqfrub7o99jspkaPXZ70GksPh9++CEffvhho9vEx8fXinbvUOQeop/JzB8+3o2bekPVnl2dEhfW8KnJwOhA1iXndalChocLD2MVVkKMIUT5Nhyf1yokCaKHwbG1ctHQ6KS2OU8noVJRfNrAzaXgKGSoKj7NYkOGHN/TV9+3iS1lvh1xAQN++I3uZTmE710Ho50LQFasPT6jR6PxdS5jK8o3ikv6XMIlfS4BZOtURlkG6aXpnCg9wcGCgxzIP8CJ0hPszt3N7tzdvLz1ZS5MvJAbBt1AqLd72vF0GsWn05N3mH42uZDiwYKDDW8XUh3MnX+kHYRScRkuju9RGFRdyHBvJ85waS6K2bx/aP+2rfIbPbxa8fkbuKHtztMJOFWxue3iIQeHDUZCIr0snfzKfLfd9DobO3J2ANBD13QRz9IqC0u2ZTIpcSJ37VpOyY8/EnbjjU6dp2ztHwD4nXFGi2UNNAQSaAisY6nNq8zj2+RvWXZ4GZnlmXx68FNuGOS+31yncXV1akylUJpJv+oK0slFyVhsDRRaClVdXZ2SNlJ8+kXJik9ydil2u2fW8jmdffltHN+jEF1d1DRjR9uep4PT1oHNCv5e/o7Cd3vy9rTZeTyJvMo80svSkZCI0zXu5gL4dPMJSqqspA0ZBzodpv0HHNW4G8Oan0/F9u1A6xSfhgjzDuPmITfz80U/s/Cshdw77F63Kr6q4tMeGPzhsXRibliNv94fq93KseIGXFlKjE9FHlR1HfdGp6eNFJ/4UB/0WokKs42MokqXHrujolh82iy+RyGmOsEgZz9YusbY1ofpcHKbBjbXRHV3NQ/F2tMrqBdGyciRnDIm/Od3zv7vWu789G/+b3UyW48XIISgymLjvXVyg+vrpifhN2kSAMU//NjkeUpXrgS7HePgwXjFuiY5oz60Gi1T4qZw/aDr2+wczqAqPu2FwR8pZhh9Q2Q/bYMBzsYA8K2u06BafToPbaT46LUaeobJ9ZySc0pdeuyOSM3A5ja3+ATEyL81YYOsrmuBqNpf7eYaMKDNG4iqik/zUBSfpPAkAJZsSCWjqJKjueWs2JPJglWHuXTxRqa9+icPLdtFXpmJmCBvLkiKJnCW3L295IcfEHZ7o+cp+Umu1B0wfXrbfZgOhKr4tDP9QuQq1E7F+RSmtINEKq2mVg2fps3RzaV3pKz4HM4uc/mxOxqHCg9hEzZCjCFE+kQ2vUNrUAKcQQ5w7qJUHVAUn/5tfi5F8dmbvxebvWvVpmoJO3N2AjA0bChmG6zYK7df+tfM/jw+ox+zh0bjrdeSnFPGj7vlBrC3TO6JXqvB78wz0fj6Yjl5ksodp13fVSWQ/BusfhbL0rlUbNsKQIB2A5zYLM9pHowa3NzO9A+VJ5dGFZ/geEjbBIWp7SSVSqtQavggQUCsyw/fJ9IfyORwtudbfGrW72lr6wMgu7uSf4WMv9v+XB2Uqv2y9dnYDoVeEwMT8dH5UG4p51jxMXoHd6yWBx2JSmslB/Ll7yYpPIl3C3ZRbrIRF+LNjRN6oKnukl5SZeG7HRl8uTUNX4OOy0bKD18ab2/8p06l+LvvKP7+B3xGjICcA/DDvZC+FYRsBSo97AsiEO9QM/rjy+CDZRA1GEbfAkMuB5376+C5GtXi0870CZbbUijm/HoJipdfi1TFp1OgWHsCXFfDpyZ9qi0+yV3A4qMENrd5fI9CF7f4CKtVLl5I+yg+Wo2WQWGDANXd1RR78/ZiFVYivCPo5tuNLbmyonPJ8DiH0gMQYNRz3bgEVtwzia9uHYe3l/bUOsXd9csviKN/wQfTIW2zrPQEJ0DS1ZQUy/ekgPOmQ9I1oDPKrt/v74aFI2HnZ+Bh1jlV8Wlnuvl2A6DIVESVtar+jYKrFR/V4tM5aKMaPgq9I/0BOJJT5vGZXUpgc5vH9ygoik/eYTn7sothOnYMYTKh8fVF371trt/TccT55KmKT2Mobq6kiCROFleRXCwrOxcNdz742HfsWLThYdiLiyl7+QqoKoLY0XDfHrh3F5Yx/6byaDZIEv43PwkXLoIHDsDUZ8EvSn6o++52eHMcHF7ZBp/SPaiKTzsT4BWAt05uuphdkV3/RqrFp3PRRoHNCvEhPnhpNVRabKQXem72UYWlwpHt2G4WH7+IavekgJM72+ecHQglsNnQvx+Spn1uB0PC1ABnZ1ACm4dFDOPbHScRSIztEUxciI/Tx5C0WgInyBWzc3cZED3Pgeu+c8xVJb/8CoD3iOHoI6tj6nxCYMI9cM8OmPqM3EMy7xB8dil8eS0UZ7juQ7oJVfFpZyRJcgRtZpc3oPgoFp+iNI8zMXokhcfl1zZSfHRaDT3D5Uqqnhznc6z4GHZhJ8QYQoRP3Q7UbUZM13V31czoai+UPl1Hi45SZvZ8921LsAs7O3N3AnJ8z/IdJwG4uBnWHgAqiwj1+w2tlx1TkZ5C20zwOlWVueRnJZvrvLr7evnAhHvh3l0w7i6QtHDge1g0Gta/CuaKFn22joCq+LiBSF9Z8cmqyKp/g4AY0OjAboGSk+0omUqLyJOLvxHadoGafardXYc9OKU9pVjOYuwR2KN9ApsVoqvr+ZzsegHOJiWwuX/7KT5h3mFE+0YjEI6YLpXaHC06Sqm5FG+dN8XF4aQVVmLQCKYNaOYDwe/PorNmEz7eCEDuwjex5OQAUPDJp1Tt3g2SRMC50xo+hjEQzn0ebv0T4saAuQx+exreGA7bPoCGivF2YFTFxw1E+cj9hxq0+Gi0EFidFt2Uu8tul+v9VHWdlgYdjtzq3mvhfdrsFF0hwLmm4tOuOCo4dy3FR9jtVB1ov4yumihWH7WCc/0obq7BYYP5aY+sqCSFCny8mpGInb4dtr4PQNDDr2McMgR7eTk5L71Mzn//S/ZzzwEQMmcOuvDwpo8XNQhu+AUuXAyB3aE0E368HxaN6XTxP6ri4wYUi0+DMT7gXIBzWQ58dL6sef8nDl4dBF/NURuctifl+XKVbYCwtlN8lABnT3Z1HS85DkBCQEL7nlhpUFqUChUF7XtuN2I5cQJ7eTmSwYAhsWe7nlvt1N44jsDm8CT+OJwLwJDQZiQ22Kzw472AgCFXICWeQdS//w2SRMmKFeS/+x4A4ffeQ8Q/H3H+uBoNJF0Jd2+D814GnzAoOCrH/3x6WacpuqsqPm5A6TidVd6AqwuaDnBO3w5vT4HUv2TfK0BxGuz/Dt6aCNuWeHwRqg5BXrW1J7B7Ld+5q+lTI7PL5qGZXYri0+4WH+9gObUXIHNX+57bjSjWHkOfPki69i3ppmR27cnbg1DnqTooGW+Rhn6kF1ai10r0DmjGOG15R05JNwbBNNmy4z14EEFXXC6v1+no9sILhN1+e8vcyjoDjLlVDoAefw9o9HI9rDfHwu6vmn+8dkZVfNyAI7i5pRaf9G2wZDqUnpStDHdsgkdSYM6PED8RLOXw433w+RVdMkW3XWkHNxdA9xAfDDoNJqudtILOG1TYEDa7jRMlcnZcj4B2VnwAuiXJr11J8XFDYLNC/5D+6CQdeZV5jT8AdkGKTcWklsjzfl6+fK8YFR+MQdvYXqex/UP59ewnwe+UGyvyoYcIu+du4j/6kKCL/tF6YY0BMO1ZuGMj9DwTbGZYfjP8Ob9DP3irio8baDKrC049gdZn8Vn/qnyB9TwT5q6Wb7o+IdBjEsz5AaY9D1oDHP4FPpwpu8RU2gZF8Qnr26an0WokEsOV1hWep8xmlmdispnQa/RE+7Vto8x6UdxdmTvb/9xuoj0rNp+OUWd0VG1W6/nURol76u7fnS1H5VpvE3s3o5N5RcEpS/SAC2qt0vj6En7HHXIVZ1cS1huuWQ7j75b//v05+OGeDhv4rCo+bkBxdRWaChsuYhiUIL8qqdIKpVlwSE5BZPqLssZdE40Gxt8FN/4i+18zd8H7UzuN77XToUww4W2r+ECNAOcczwtwVtxc3f27o9U059HWRXQbKr92kVo+QogaFp+279FVH2rD0vrZkysrPgNCB7HpWD4Ak3uFOX+AjO3ya0hP8G3Gfq1Fo5HdajNeAUkDf38st8fogJYfVfFxAzWLGOZUNGCNUVxdpZlgqaEc7fhE7iYdNxYiGpmwYobDTStly1Hhcdny4wGFpzocuYfl13ZQfDw5wPl48XHADfE9CoqrqzAFKovcI0M7Ys3KwlZYCFothj5t66ZtCCXAWc3sqo1iAfOXelJlsRMZYHA89DhF2hb5NXZ0G0jnBKNvhsuWysrPzk9h05vukaMRVMXHDdQsYtigf9snFPTVwbLFafKr3Q5/fyS/H3F90ycKTYSbVkF4P1mB+uxyNebHlZhKoSRdft+GGV0KvSPkye9orudafBICE9wjgE/IqQKUXSDOxxHY3KsXGoN7mlAqKe378/djsXdMl0h7I4Rgb95eAIoK5PZGk3uHNy8AOb1a8Ylzk+ID0P98OPcF+f3Kf8GR39wnSz2oio+baDKlXZLqBjgf+11uj2AMhIEXOncivwi4ehn4RkD2Hlh2vZzqqNJ68qqtPb4R8o2zjVGqN6fklntcJoxSw6fdU9lr0oUCnKv2Vbu5+rvHzQXyd+2v98dkM5FcmOw2OToSaaVpFJmK0Gv07EmRW1NM7uNEjR0Fu03O+AX3Kj4AY26DYdfIDVGX3Xiq0GsHQFV83IRTmV2OlPbj8uu2JfLr0CtBL7vKrHYrGzI2sHT/Up7b9ByPrXuMj/Z9xNasrVRYqrN/grrDVV+AzlvWvH99vA0+URekHd1cAN1DfNFIUG62kVNqapdzthdud3VBlwpwdmdGl4JG0jg6tStxLV0dxe2XGNiX5GwTGgkmNie+J+cAmEvByw8i3PfdAvLD+8wFcliGqRi+uUn2WnQA2rd4g4oDp2r5KJldhalycLIS1Fzt5io2FXPvmnvZnr291m4/HvsRAF+9L5f3vZxrB1xLWMwIuPg9+PJq2PK2nAHWf5YrP1LXQwlsbgc3F4CXTkNciA+p+RUcyy0nMsDYLudta8ot5eRUyrFuTbm6ykxW7vtiB32j/Hn43H6uFaQLBTg7KjYPdO/NcXD4YDZmbmR33m4u53K3ytIRUBQff0kuKDk0LohgXy8sFiddgYqbK2a43AHA3egMcNnHsHCkbEnd/aVcANHNqBYfN+FcSnu1xSf3kFyRWdigxxSI6E9WeRbX/3I927O346v3ZWr8VG4efDN3Jd3FOd3PIcIngnJLOR/s/YBzvz6Xl7e+TGniFLnYFMD/7jzVVVylZeQ2ntH10b6PuPqnq/np2E/YhWuedHqGVbu78spdcryOgBLfE2IMIcAroNFt3/g9md8O5LBozVE2HMlzrSDdqltXFByFqmLXHrsDYc3Px5qVBZKEoa+LlcdmonRqVwOcZRTLV0nRqfieZpG2VX51V2BzffhHwqQH5fern+kQzU1Vi4+bcFh8GmpUCqdcXcm/yq++4XDhW2SWZXLtz9eSXZFNhHcEb57zJn1Dat987cLOn+l/8u6ed9mdu5ul+5fy07GfeHDYvZyfOhwp42/4Zi5cvwK0+rb4iJ5PI4rP+oz1vLLtFUBO1/1o/0c8NPIhkkKTWnXKHmF+rDmUyzEPCnB2tkdXSl45H6xPcfz99A/7+OmeSei0Lnp+8w2Ve+QVp0Hmbtkq6oEo9Xu84uPR+rVdtXFnUAKcU4pTKDGXNKn4ejJmm5kDBfJ3cyRNjhmc1LuZ6egdIbC5PsbcJvcNKz4BGxfBlIfdKo5q8XETzbL4gNyW4pIlEBjD+3vfJ7sim4SABD6Z8UkdpQdk//kZcWfwyXmfsPicxSQEJJBflc/jG5/k9tjuFBkDIW0zbPg/V3+0roHVJKc+Q53ihXmVeTyx/gkAhkcMx1fvy/78/dz0602sTV/bqtP2CPdAi091fE9Tgc3Pr9iPxSYY0yOEYB89h7PLWLqpiSa+zUVxd3lwgLO7GpPWR4gxhFi/WABHNlNX5VDBISx2C/76QIpKAvDx0jI0Lsj5A1QUQP4R+X3sqDaRscXojXDOU/L79a9CaSP3vXagxYqPxWIhLS2NQ4cOUVDQdRr7uYqaRQxNtgYCVYPi5VoIAFPnQY9JVFgqWHFsBQBPjH2Cbn7dGj2PJElMiJnA8tnLuW/4fRi1Rv7K+ZvLusex18sL1r0K5S52GXQF8o/I2QqGAPCPciy2CzuPrXuMgqoCegf35u2pb7PiHys4L+E8BIJ/b/g3ubbcFp82sdrVdcyTFB8nenT9cTiX3w7koNNIPP+PwTx0rqxsLlh1mPwyFwZ6d4EAZ3cXLjwdR6f2Lh7grNTvCdX3AiRGJYSgb441M73azRXaq12yTJvNoIshZoTcUmntC24VpVmKT2lpKW+99RZTpkwhICCAhIQE+vfvT3h4OPHx8dx8881s3bq1rWT1KAK8AjBq5eDUBq0+Bj84/zW5Gua4uwD49fivlFnKiPOPY3SU8+ZMvVbPTYNv4pMZn9DdvzuZlhKui47if152+POV1n6crkdujcDmGjU2PjvwGZsyN+Gt8+aVya9g1BkJ9Q7l+UnPMzxiOOXWcj4r/4xyS8sUF8Xic6KgAoutY2RItJamMrqsNjvP/ijfrOeMT6BXhB9XjOrOwOgASqusvLLykOuEUeJ8PDjAueqA+zO6aqLG+cgon99SIVvAxic2o00FnCpcGDfGlWK5Dkk6Vdvn74/lDDQ34bTis2DBAhISEliyZAnnnHMO3333HTt37uTw4cNs3LiRp556CqvVyrRp05g+fTrJyR0nZ78jIkmSw+rTaEr7iDly/5Pqm+vXh78G4OLeF6ORmm+w6xvSly/O/4Kzu5+NRYJ/hYfyzqEvEAUpTe+scooc+eZBeO3g0G+SvwHgvuH30TOop2O5XqPnv2f8l3DvcHLtuTy96ekW1eKJ9DfirddiswuPaFZqF3ZHQ8aGXF070oo4klNGgFHHPWfL/Z20Goknz5dv3Mv/zqDKYnONQIqrK/+IRxb7tJWWYkmVkxoMbqzhUxOHxaeLd2pXLF4ZmXJA87jmKj5KfE9Hc3PVpPtYGD5HVoBCEt0mhtN3zq1bt/Lnn3+yZcsW/v3vf3PuuecyePBgevXqxejRo7nxxhtZsmQJWVlZXHjhhaxbt64t5fYImqzefBqHCg6xO283OknHBb0uaHqHBvD38mfBGQu4cdCNALwR7M+Lv93mssyjLsGJTfJr7Klmf9nl2RwpOoKExIweM+rsEuYdxvxJ89GiZXXaar478l2zT6vRSPRQ3F25nd/dlV2eTZWtCp1G12Bz0t3pcobV6B6hBHqfCsQf3SOECH8DJqudv08UukYgv3AIiAGEHODsYSjxPbrobuiCg90sjUy/kH7oNDoKqgrIKOuabXWKTcWcKJUV0tKSaPyNOgZGBzp/ACEgY4f8viMrPgCz/w/G3g46L7eJ4LTi8/nnnzNw4MAmtzMYDNx2223ceOONrRKsK9Bk9ebTWHZ4GQBndT+LMO/WNZ/TSBruH3E/j/WbgyQEX1tzWV36VauO2WWwWSB9m/y++zjH4o2ZGwEYFDaIIGNQvbsOCRvCOcZzAJi/dX7DvdoawZMCnNPL5JYf0b7R6DT1J5nuSS8CYEhs7RuBJEmO4m5/uTK13VHBeafrjtlBMHWgwGYFg9ZAv2DZctpV3V3K5w7URYPdhzE9QtFqmtGmwlIhFy6EU/XfVBpEzepyI82x+NQMar6kzyUuk+GqMQ/xH4PskvnDvpdlyctcdmyPJXM3WCvBGFQro2tDxgYAxkWPa2BHmfGG8QwMGUippZRnNz7bbPN+Tw8KcFau/caC9HdnyBafwbF1n4AnVCs+64/ku04oR4Cz52V2OQKbO4ibS0Fxd3XVTu2Km0tjlvvFNTu+p6L6+tcawMu9JQo6A81WfNasWcN///tf/vrrLwDefvttunfvTnh4ODfffDOVlZUuF9JTURQfZ5769+btpcxSRqRPJGO6uTZ4bca4R7i7oAiAl7e9zIaTG1x6fI/jhGzZofs40Mg/IbuwOyw+E6InNLq7VtLy1Nin0Gl0rE1fy4qUFc06vdKzyxNq+ZwsOwnIFp/6KK2yOFx6g2MaVnz2pBdRXOGiRpeKxccDA5w7QquK+ujqndqVjK78fPme0Oz4HiUz1zesVrKFSv00S/F59913mTp1KosXL+bss8/mxRdf5MEHH2TmzJlcdtllfPXVV8ybN6+tZPU4Ag3yRF5qbjqIUvH/9gru1aKg5kaJn8BcTQizSsuxCRsPrX3IcUNSqQeH4jPWsehA/gGKTEX46f0cT6+N0SuoF7cNuQ2A/2z5j1PXgEKPMLlLuye4ujLLMwHo5lu/xWdvRgkAMUHehPnV7SIeFWikV4QfdgEbj7nI6qMEOOcdBlPnVy4V7JWVmI4eA8A4oOmwhfZkSLic2XUg/wAWW9fq1F6zI3tlWSwhvl70jfRv3kEqqkvKdMQ09g5Is+6gr7/+Oq+++irJycl89913PPnkkyxatIi33nqLRYsW8d577/H111+3laweh5+XfAMrszQ9uaaXyrEQcX5xrhdEkhBJ1/F0Xj5D7HpKLaU8vaFlWUcejxCnAptrxPf8dVK2gI6OGo1e41wl7BsH30iPwB4Um4pZun+p0yIowc05pSbKTFan9+uIKAp2Q66uPRlFQP3WHgWXx/n4R4J/N0BAludYIEyHD4PdjjY0FF1EM1shtDHd/bsTaAjEbDdzuPCwu8VpV5SO7Bp02E3dGNszBE1z4nvglKvLp5mWoi5KsxSfY8eOMXv2bACmT5+OJEmMHn2qlsyYMWNIS0tzrYQejJ9eVnycedpPK5XHNc6/DRQfwD7kcnRoeD4jFYNGz8bMjSxPXt4m5+rU5B+BijzZl67EgoDDPTghpnE3V030Gj13JN0BwNL9Syk2OdcfKtBbT5ifnBGR0skzuxSLT0OuLiWjq774HoUJaoCzU1QdlOsdGfv1Q+pg7hBJkhyd2hW3T1dB+bwGexwIHeMSW5C4UlF97fu0Lumlq9Asxaeqqgpvb2/H3waDAYPBUOtvq7VzP4G2J0pfmo6g+OAXSXbgMBKsVu72lWulvLLtFadT7bsMipsrdqTceRgoM5exK0cOhG0qsPl0psVPo09wH8osZXy07yOn93OktOd1XleMEOKUq6tBi4+s+Jye0VWTMT1D0GokjuWVk1HkohhDDwxwNh2SFR9Dv/qb6robRyHDLlbBWXFzlRXLyv+4ni2w2qgWn2bRLMVHkiRKS0spKSmhuLgYSZIoKyujpKTE8V/FeWq6uhpzKwkhTrm62krxAVJDpwBwTfIWhoQNpsxSxjMbn2mz83VKHG6uU/E9W7O2YhVWuvt3b/b3o5E0DqvPJwc+oaDKufYvPT0gzqfELLdrkZCI8omqs764wkJqvlyksTFXV4BRz9BqxchlVh8PDHCuqlZ8jH07puLTVQOcFUXPXBFHqK8XieEtyMpSFZ9m0SzFRwhBnz59CA4OJiQkhLKyMoYNG0ZwcDDBwcH07aA/qI6Kv5ccwGYXdiqsDVfhLTYVU2qRrUIx/jFtJk9OwGCEXyTaygKe7T4LvUbPuox1/J39d5uds9NRM6Orms1Zm4HmW3sUzoo7iwGhA6i0VrJk7xKn9ukR3vmLGOZWydbEcJ9w9Nq6cVGKtad7iA9BPo0XO3O5u8sR4HwIzJ13jB0Iccri07dfExu7B0XxOV5y3Gm3b2enZkd2W2UsIxOCW+aGdGR1qYqPM9RfMawB1qxZ01ZydEmMWiM6SYdVWCk1l+Krr1/TV9xc4d7heOu8693GFQhJi+h5FtLuz+mZdYALel3A14e/5t097/JW5Fttdt5OQ2k2FBwDpFrVURVT9fCI4S06rCRJ3Jl0J3euvpMvD33JbUNva/BaUFBcXZ3Z4pNXrfg0GN+jBDY34uZSmNArjDd+P8KGo/muCcoP6AZ+kVCWDVl7oXsH7X/kLDlZ2MvKQK/H0CPB3dLUS5AxiDj/ONJK09ifvx8/OlbKfVugdGTX4YewhDIqoYVZWY6sLlXxcYZmKT5TpkxpKzm6JJIk4e/lT6GpkFJzqaN31+m0eXxPDew9pqDZ/TkcXcONV33G8uTlrM9Yz4H8A/QP7VhFz9qdVDlzi8hB4B0EgM1u41CB/CTdmvGZFDOJhIAEjpcc57fU35psSZJYo5aPEKLDBas6Q36VXLG8oVT2PdWBzUMacXMpJMUFodNI5JaaSC+sJMrfucy6RumWBMm/ygHOnVzxkY7KvRMNiYlIXu5rFdAUA0MHklaaxr78fYwJ9nzFRwlstlbGAhIjW6z4qK6u5uC0q6tmHE9T/1Wcx5mUdqWsf6x/bJvLIxImy2+ydhOn9WF6wnQA3tvzXpufu8Nz6Cf5teepB4DjJcepslXho/MhPiC+xYeWJIlZibMA+P7o901uHxfig0aCcrON3FJTi8/rTvIUxaeBwGZnMroUjHotA6PlZIEdaUWuEdCTApyPHQHA2LePmwVpnAGhsrKzP3+/myVpH5R4JlNZLEa9xnENNxs1q6tZOK34BAUFOWJ5mvqv4jyRZm8QotHMrva0+OAXIVs0AFLWctPgmwBYlbqKlOIu3MHdaoLDv8rvB5yyxigTdL+Qfq0uLHl+z/MB2JK1pckCkgadlthgH6Dztq5ozNVVUG52ZGgNcsLiAzCsuzz3/J3qooalHhTgLFUrPh01vkdhYKhcWLHLKD7Vgc22yjiGxQWj17ZgDrHboLL6mlctPk7h9CivWbOG33//nd9//50PPviAiIgIHnnkEb799lu+/fZbHnnkESIjI/nggw/aUl6PQVgsZD33PI88vZ8bV9o7juID0PMM+fXYWvoE9+GMuDMQCD7Y24W/22NrwVQiF7aLGelYrAQmusINGO0XzegouS6W0petMXp28gBnRfGpz+JzOFv+PcSFeBNgdM5tNax7ENAGFp/cg2BuOPmgM3BK8enYFh/ld5RRlkGJuci9wrQxRVVFjor8tso4RiW00GhQVQzCLr9XKzc7hdOKz5QpUxz/P/74YxYsWMCLL77I7NmzmT17Ni+++CKvvPIKS5Y4l5XSlbEWFnLi5lso/OQTAKbuEFQ1Uvix/RWfM+XXo2tBCG4aJFt9fj3+KxWWzn0DaDH7q91P/Wc5+nOBXGIfoH+Ia+Kfarq7mgrSPRXg3Dlr+eQ2YvFRlDklbd8ZhldbfPafLMZksbVeQP9u4BsBwgbZ+1p/PHdRWQkZ8hxi7NexLT7+Xv4kBCQAkFJ6yL3CtDG7cmUXqsYaAXaflsf3KBldxkCoJztSpS4tss1v3LiRkSNH1lk+cuRItmzZ0mqhPBl7VRWpV11NxaZNSD4+FHfzRysgePkf9W5fZa1yNDFtjxgfAOLHgdYLik9AwTGGhg8l1i+WSmsl6zLWtY8MHQmbBQ7+KL/vP9ux2C7sHCw4KC92UeD31PipeOu8OV5yvMl6Jj07cWZXhbWcCqussNVn8VGUuZ7NqGkSGyz387LYBPsyne991iCSVCPOZ2frj+cuUo8hCYE2LAxdaMd3hShxPiklB90sSduyI2cHAFVl3dFIpyyWzUYNbG42LVJ84uLiePfdd+ssf++994iLayerRCelcscOzCkpaAMDSfj8M/bNGQ9AxO97sObXbbKYUZYBgK/el2BDO8VPeflCXHUWy7E1SJLEuQnnArLVp8txfB1UFcmBg/HjHYvTS9Mps5Rh0BroGdizzm4lP//Mibk3k373PZx8/Any33sPu6nxQGRfvS9ndz8baDrIuWe4bA3pjK4uxc0V4BVQb+q+oswpyp0zSJLkeneXB8T5KBldHbVw4ek4FB8Pt/goio+tIoH+3QLwd9KlWweH4qMGNjtLixSfV199lTfeeIPBgwczd+5c5s6dy5AhQ3jjjTd49dVXXS2jR2E6chQA75EjMfbti3loH450A63FRsHHdRtV1nRztWvKspK5dFSu3aQoPn+m/9n13F0ON9f5oNGeWlwdgNk3uC86Te3KEJbMTE4+/gTl69dTumoVxcuXk/PKf8m44QZ0RUWNnk5xd61KXYVd8d3Xg+LqOlFQgcXW8HYdEUdgs1/9NXyUgO0ezXB1wSl31840FxXA8wCLz6n4ns6h+CgBzsc82OJjtpkd9b9slfEtr98DNTK6VIuPs7RI8ZkxYwbJycnMnj2bgoICCgoKmDVrFocPH2bGjBmultGjMB2tnoQSEwHwM/jz7Tj5ayj87DNsZbXjNdqjVUW99DxLfk1ZB3Y7/UL60d2/OyabibVpa9tXFndit9Xr5gLYXyArPvW5uXLmz0dUVmIcMoTIJ/9N2D13owkMxLRnL93/7w0qt25r8JSjIkfhrfOmoKqA5MLkBreLCjBi1Guw2gXphS7qUdVO5FVWBzbXU8PHarNzorpVRY9mlu9vM4tPzgGwdK4xVlAUH2MH7dF1Ov1D+yMhkW/KodjkXAuXzsb+/P2Y7WY0dj+EOYyRLQ1sBtXV1QJanH8bGxvL888/z/Lly1m+fDnPP/+86uZyAnO1xcfQS1Z8/L382dZHoiDSB3tpKUVfflVre8Xi027xPQrdhoLOCKZiKDjWdd1dx9dDeS4Yg6DH5FqrGgpsLt+8hZKffgaNhm7znibkqqsIv+MOeny9DK++fdGVl5Nxyy0UffddvafUa/WMiBwBwObMzQ2KptFIDovIsdzOFeCcb5Jr+NRn8UkrrMRqFxj1GroFGJt13CGxgWg1EtklJopcUd4oIBp8w+UA56y9LjhgOyOEo4ZPZ7H4+Op96RHYA4BjHuruUtxc5vLugMTI+FZYfMqrFR+1XYXTOK34nDhxolkHzsjIaLYwXQHTUVnx8epZrfjo/RGSxMYp4YBs9RG2Uxkp7Z7RpaDVQaRsciZLzj5QFJ/1GespM3euG22L2fa+/DrooloZE0KIelPZhdVK9vPPAxB0+WUY+59a5xUXR+zSjykZMgSsVjIffYy8d96tN3trbDe5CeqmzE2NitdZA5xzKxuu2qwENieE+qLRNM+96+Olo1+U3AMvpcwFrmFJOmX16YzurpwspPIyhE6HoUcPd0vjNJ4e5/N3jtz/0FqRQGywN1GBzVPwa6FafJqN04rPqFGjuPXWW9m6dWuD2xQXF/Puu+8yaNAgvvnmG5cI6ElYCwqwFcqFpgw95UlIqdy8aZAebWAglowMytaudezjNsUHTjVqrK5c2ye4Dz0Ce2C2m1mT1gX6tpWchAPVbq5RN9dalVmeSbGpGJ1GR6+gXo7lhV9+ienwYbSBgYTfc0+dQ2q8vcm68gqCrp8DQO6CBWQ//0Id5WdMNzm4fHv2dix2S4MiOmr5dDLFp7EYH0cqe0u6VHMqzud4qYti4pQ4n04Y4Ky4uYiL79CtKk5HifPxxMwuIQQ7c3YCcmDziPhWJq2oik+zcVrx2b9/P76+vkydOpWoqChmzpzJzTffzN13380111zD8OHDiYiI4IMPPuDll1/mnnom/a6O6Yg8CeljYtD4yFV3lQ7thVQQdOklABRU1/exC7sjqyvWr51dXQBRQ+TXTLmfjCRJTIufBsAf6fWn33sU2z+UXRzxEyCydt8gxc3VO6g3XtpTN5Sir2WFP+yuu9A1VMVcoyHswQeJfPwxkCQKP/mEnP+8VEv56RPch2BDMBXWCkcQZH0oAc6dzdXVWNXmFEdgc8sUHyXOx2WKT2e2+KTK1dZFj0Q3C9I8BoZVBziXep7ik1KSQpGpCEnosVdFOxT1FqO2q2g2Tis+oaGhLFiwgMzMTBYuXEjv3r3Jy8sjOVkOvrz66qvZvn07GzduVAOcG8CsuLl6nZqE/PWy4lNqKSX4yitBo6Fi4yZMyclUWisdT/th3m64qGtafKpvysMihgE0GnTrEVjNsuIDMGpundWKm6tfyKmCcJacHEwH5OUBM85r8hQh111Ht+eeA6Dgo4/IW/SmY51G0jAqSu4A35i7qzN2abfYzRSZ5afU+hrznkplb15Gl4LSuiK9HNdkuykWn04Y4CylHgdAxHceNxfImZISGgpNeRSa8twtjktRrD2iKg7QuUDxUS0+zaVZ3dkBvL29ueSSS7jkkkvaQh6PxnT0GACGxFOuEcXiU2mthG4R+J99FqWrfqPg00/RPXInIN8EDVpD+wscMQAkLVQWQEkGBMY63DqpJamYbeZa1g6P4uCPUJYNfpHQ7/w6q48WyUps7+DejmXl6+Xu7cZBg5wuFBd08UXYy8vJfuEF8hYuROvvR8gc2Q02NnosK1NXsunkJm4fenu9+yvKQXaJiTKT1fnP50YKTLkA6DVehBjrBnUqrq7mZnQpxIf44GfQUWaycjS3nMFxrfztBMTIT9MVedUVnHs3uUtHQUqV5xw6meLjo/chxjee9PIUUkoPEWzwHGvG39lyfI+pPB5vvZZ+3fxbd8CK6sw3tV2F07Suq6JKszg9lR3A1+vU5F5uLif4mmsBKP7f95QXyAGgPjqf9q3ho6A3QkR1cG61uyvCJwJ/L39swubZTUu3VnejH3E96Ooqd0eK5O8yMejUd1m+Xq5q7TtpYrNOFXLdtYTfK7uGs196mcqdOwEYGyUHOO/O291g7aRAHz2hvrJ8xzuJ1UdJUQ7yCq1zXZebrGSVVAHNK15YE41GYkD1zWTfyZJWSFpNzQrOJ3e0/njthd0OJ44DIBLqFtjs6CT4y33FTpQecbMkrmVn7k4AbBXxDIkNbFljUgVLFSiJJr6eoxy2Nari046cnsoOoNfo8dZ5A1BqLsVn9CgMvXsjKiup/OFnQFZ83IYjzkcOcJYkid5B8hOvcvP3OE7uhNS/ZGvXiOvrrDbbzI6gc8UCJqxWyv7aAIDfpMl19mmK0NtuI2DWLLDbOfnPR7FXVBDrH0u0bzRWu9WRBVIfjjifTqL4FJllxSfQq+4T6vF8+TME++gJ8mm5NXFQdADgIsUHIFp28XaqOJ+cLKSqKoReD93qLxTZkYn3k39bx8s8x62eV5lHakkqIGGr7M5wVwU2a3RgCGi1fF0FVfFpJ2zFxVhzZRO/V2LtQMOacT6SJBF05RUA2L/9BYTAR+9GxadbteKTtduxSLnZe6zis+YF+XXwJXIdl9NIKU7BJmz4e/kT7i2XIajcswd7cTGagAC8hwxu9iklSSLq3/9CFxmJOTWVnFf+iyRJjuyuxur5nOrS3jkCnIurFZ8gQ13FxxHfE96y+B6FAYri44qeXVCjdcUu1xyvHVDie4jtLpen6GTE+8sPWKkeZPFR6vforFFg93FtfI87vAKdFFXxaSeU+B5dVBRav9qTuhLnU2qWJ+nA2bORfHzQnDhJ/zQcFiG3cFpKO5xy73ii4uOd8zck/ypbe6b8s95tlPieXkG9HK6a8nXVbq4J45F0LbvJaAMC6PaCXAOo8LPPKFv/l0Px2ZLVcPNfpYhhZwlwLm7E4pOS27qMLgXF4nMgswSbvfEu906huLpyDyBZq1p/vPZAyejqZPE9Ct2rLT7ZlelUWj2jTc6mk3KiQkWJ/J0Mb2ljUgU1o6tFqIpPO1FffI+CUstHKQqo9fMj8Hw5oHba33b3WnwiB8mvJRlQLv/IlIDeI4Wep/hEbntFfpN0JYTWnwJcX3xP2Z+y4uM3cVKrzu83YQLBV18NQNbTTzM4WE7rPVJ4BKu9/uDlzpbZ1Zjic6yVqewKCaE+eGkElRa7ayxhSoCz3YqxoHOkWEudXPEJ8AoixBABwIkyz5hrlAxNa3kvEkJ9CPVrZeC9GtjcIlqk+Hz00UesWLHC8fcjjzxCUFAQ48ePJzU11WXCeRL1xfcoKIpPqeWUWT74issBGHNIEFbZwq69rsAYACHVMldbfZQbfnpZukc1LPXJ3Iz/yfWg0cPkRxrcrqbFB8Can0/VXrnWTnMDm+sj4sEH5GKW6ekEbj+Cj84Hs91cHRtQl0SHq6u83irQHY0iU9OKT0sDmxW0GonY6kPsyXBBw9IaAc7eeXtaf7x2oLNmdNUk3r86i7S088f5ZJRlcKL0BBIabBU9W+/mglOuLjWwuVm0SPF54YUX8PaW3S8bN25k0aJFvPzyy4SFhXH//fe7VEBPwdGqoh6LT4BeNssrri4A44ABlPeJQWeHoVvcXMfitDifEGMIoUY5XftY8TF3SeVahCBye7W1Z/i1EBzf4KZHi+XvUlEAy/+S09gN/fujj4hotSgaHx+CLrsUgKJPP3VY2A4V1F++v3uoD5IEZSYrRRUNV3nuKDhifE5TfIQQpFRbZ1ob4wMQ6ysrgXszXBTgXB3n0ykUHyGgk9bwqUm8X3WcjwdYfJQ4PW97D7AbWx/YDA4rvFrDp3m0SPFJS0ujVy9ZE//uu++4+OKLueWWW3jxxRdZVx3roFIbRfEx9OpVZ93pri6FjHNkN1O/dWkIuwsKsbUUR5xPjQDnYPlzeEohQ5/sbfhlbcau8YJJDzW4nclmqpPRVb5hIwB+Eye4TJ6axSxHVUQCcLjwcL3bGnRaYoPlB5GMoo5fYK8hV1dBuZmSKiuSBPGhrXfvxvkpio8LLD5Qw+Kzu/HtOgK5OUiVFQitFmI6b/PoBEeAc+efZ5T4nvJiubSASy0+quLTLFqk+Pj5+ZGfLw/4ypUrmTp1KgBGo5HKyo4/8bY3trJyrJmZABh61q2noQQ3l5hrP5meGB1HpRf45ZVTVV0R2C0oKe1Zp550PS2lPWzPuwAU9boIAmMa3C6lOAW7sBNoCHRYvSp3yJkaPqNGuUwefXQ0/mefDcCI9TkAHCpsuGGjUsiwoys+QohTis9pWV1KKnu3ACNGvbbV51IsPvtOFmN3RYBztcXHWHi4wwc4K/E9xHaHFgbbdwQUi09a+TFsDcS4dQbsws7mLNniU1mciK+Xlr5RrSxcCDUUH9XV1RxapPhMnTqVuXPnMnfuXA4fPuxoUbFv3z4SEhJcKZ9HoPH1odeff9D9o4/QBgXVWa8oPmWW2hafMsnMvu7VWUPVNWLcQphcSIzCFLDJk48npbR7FR8nIPVXAPIG121PURNHYHNgIpIkYS0sxFwd1+Y9dKhL5Qq+9hoAQtbuwbdScLigfosPnAoG7uiKT6WtArPdBNS1+BzPk+PF4kNbF9+jEOkNRr2GcrONlHwXBH4HxoJPKJLoBAHOnTywWSHcuxveWh8sdjOZFSfcLU6LOVx4mIKqArw03tgq4xgSG4RW44L0c4fiowY3N4cWKT6LFi1i3Lhx5Obm8s033xBaXZ5/+/btXHnllS4VEOD48ePcdNNN9OjRA29vbxITE3nqqacwm821ttu9ezeTJk3CaDQSFxfHyy+/7HJZWoIkSegjIvAdM7re9Y46PubaNUcqrBXs7lGt+Gxwo+ITEAM6I9itUCxPPoqryxMyu8L2vY+EoCTuLEzBfRrd9vTA5sodOwE5dksbGOhSuXxGjcLQpw9SlYkz9ghyKnMorCqsd1slwPlkB1d8FGuPUeuNUVu7TENqgaz4JIS5JotRK0G/6qdql7i7JKnTxPk4LD6dXPHRSBpHWvvxThzno7i5gjT9AC1D44Jcc2DV1dUiWqT4BAUFsXDhQv73v/8xffp0x/J58+bxxBNPuEw4hYMHD2K323n77bfZt28fr776KosXL+bxxx93bFNSUsK0adOIj49n+/btzJ8/n6effpp33nnH5fK4moZifMot5eyqVnwqt2/H7i43okYDIdUuuvzqwN5AObA3pzKHYpOLYijcgLaqkOBDXwKQN/jmJrc/PZVdcXN5D0tyuWySJBF8jZzaPm2P7PppKM5HqeWTXtjBFZ9GMrpOVFtluoe4xuIDp+r5uD7Op3MoPqJ7gnsFcQHxHhDno6SxW8rkeWNIrIsektSsrhbRIsXnl19+Yf369Y6/Fy1aRFJSEldddRWFhfU/kbaG6dOns2TJEqZNm0bPnj2ZPXs2Dz30EMuXL3ds8+mnn2I2m/nggw8YOHAgV1xxBffccw8LFixwuTyuxlHA0FLX4pMZApbwQITFQsW2be4QT0apaZMv3/j9vPyI9pWrGitWkM5IyIFP0NiqqAwdSHm38U1uX8fiU91XyycpqU3kC5g2DTQauuVYCC4VDWZ2KQ09s0qqXFOwr41orIbP8XzF1eW6ulUDuimKj4szu/I7sOIjhMe4uqCG4tNJW1eYbWa2Z28HICtLDjQfHOMCxUcI1eLTQloU9fbwww/z0ksvAbBnzx4efPBBHnjgAdasWcMDDzzAkiVLXCpkfRQXFxMScmry3LhxI5MnT8bL61R/n3PPPZeXXnqJwsJCgoPrj6A3mUyYTCbH3yUl8gRpsViwWNonNdhbI5v8S0wltc5Zbi4HSaJqWD/0KzdTum49hrFj20QG5bwNfWZNcE+0gC03GXv1Nj0De3Ky/CQH8w8yOKTxNg12WwcMTBR2Qvd/BEDOwJuw221Aw2NQaa0kvTQdgHi/eMwVFVTukW+A+sGDnbpemhrnOvj6Yvh/9s47vo36/OPv05a89x6JnZ04k5EBBAhhhNVSRikEUspq+QUKlNmkzFJSCoUyS6Flj7KhjATIIJC9d+LETuK9p7bufn+cTpZt2ZZkyXESvV8vv2xLp7uvT7L03PN8ns8zdgy2rdsoKpHYPX63z8cmG9UYtCqsDpHKxjYy44+g23cvNFrlsS1x2gREl7PT33LQnfHJitP1+39PefzIVDmI2l7RjN1u7/+w39SxaAFDwx4kWzuSpp8GdOGgvg5NexuSSoWYkenR5YXj/Szg13MAKO8ZuSY5eDvYug+X03FkBjYHiPf52FC9AavLSpw2gTJLKgkmLWnRmoDOmc/zbG1G6xZ8O7SxMECfV4MZf89pUIFPSUkJo0ePBuDDDz/k/PPP589//jMbN270CJ3DSXFxMf/4xz944oknPLdVVVUxZEjnq5u0tDTPfT0FPo899hgPPvhgt9sXL16MyTQwjsnVLnkKe0N7A19++WXH7a3y7fsSTEwCqhd/w9oxo8O6liVLlvi8Pbe+nYlA/d41rBLlNYoWucV+5daVRO0LXXlioIhvP4DWUoNDZWBLczzSZjmLWbrZ9/YVzgokJEyCidXfr0ZfVkae1YrLaOTbnTtht/+C157Osy+SklNIAsaXSPz34Hq+bPjS53aJWjUVDoFNmzZiTxicWZ+DFtkEU9Vio3TzSs+5tjih0Sy/He1ev5LS/jd1AVCyZRVqQU2r1clbn3xFYn/jFEniHE0MemcrjWveoylq8E09N+3bRzbgSEykdGfHqJOeXtehYMmSJThFWF0jsL1RIMMEY+JFhsRAf4aPAzglBypUtDqa2bbpK2JVg38Yp/e5/sriHjZtzQUE0rQ2vvrqq6D26/2+EWWtYhbgUBn4cvF3wS/2GMJs9s9QN6jAR6fTeQ7w7bffMnfuXAASExM9GRN/uOeeezyZo57YtWsXI0eO9PxeXl7OOeecw6WXXsr11/etyeiLe++9l9tvv93ze0tLCzk5OcyePZvY2IH5B6s2V/OPT/6BHTvnnnuu54rmpc9egjYYfsUv4P1l6KuqmX3CCWhSUkK+BofDwZIlSzjrrLPQars7RQuHE+H1f5GiavYEt1U7qvhpy08kZCVw3sm9B7w7QzUlO4SkbZYnnrdnn0repJme25UBl135X8n/YBWMShnFebPOo+mtt6gDYqZM4Tz3iJG+6Os8+8KSlkb5999TVCLxoljL7HNmo1F1/9f9qmULFTuqcSYOJX98hl/7HmiEPaugErIzx5CfP6NjmGhFC6xbTVKUjp9fMLvfx1HO87lnn8XLpevYXd1GxsgpnDmq/waTltpX0JevoCBJTf3I/jt1hxrVwSoANMNHkT+hY309va77g8Ph4OvFS2hKHM3LPx6isllu89/VBN9XqIg1aPjNjHxuOGVIwF1M3u8Zmetep6y9BFdeAvlJU0P5J4QF5Vy7RBdPf/o0AGnGmewFzphQyHmzuvu59Yav9w3h4ErYBZr4zAFJOBwN+Bt/BBX4zJgxg9tvv53p06ezdu1a3ntPFofu3buX7Oxsv/dzxx13cO211/a6zVAv35uKigpOP/10pk2b1k20nJ6eTnV1dafblN/T09N73L9er0ev734ZqNVq/f5g6i8JJjkb5ZScuFQuz1BSi0sWqsamZaEbPRrrjh3Y163DeNFFYVtLj393qhx8Cs1laHGB1kBKlByANdmb+jxXqkE4HTq2fAUAbblndFpfT3/L4XbZuLAgvgCtVot9q1zmipo0MeDXSiCvL83kyQgmE7FmM1mVDsrN5Z6uOm8KU2NgRzUVzbZBeb4Bmh2yBjDekIRKrfGcg/JmuUMzL8kU0v87rVbL6Mw4dle3safGzDlF/d93Y3IRseUrMDXsoHEQnmdVRbn8Q06eX6/r/vLpQRXLV8ui+9QYPVednEdpXTvL9tbS0G7nyW+LWbGvnqcun0BOov9ZdO+158cMp6y9hMPtB5ic2r95eAOBcq43VW6i1lJLjC6GmuohgJUJuQlBPxed3jfaZG84IT5vwD6rBjv+noegkpDPPvssGo2GDz74gBdeeIGsLNnw7auvvurU5dUXKSkpjBw5stcvRbNTXl7OzJkzmTx5Mv/+979RqTovferUqaxYsaJTjW/JkiWMGDGixzLXYMGkMaES5L/Hu6VdmYNl0piImiYLb9vc4xEGnKhk0McBkuznAyTo5fPaU4v1YEZtbcBYI3dkteac7tdjlFlZebHyOAvzZqWja2IYVtiBoNUS5dZ2FZVIPRoZKl4+g7mlvdnuDnx0ncWYinlhqDx8vBmV0TGpPRRYkmU9m7Fue0j2F3LK5ABdGgDH5ro2Gz9WyZmcu88ZyYq7Tmf+mcN48vIJrLt/Fn+7dDwxeg3rDzZyzt9X8MXWiqCOk+dpaT+6BM7/K5FnWp6ZcxbFNbKWtCg7PjQ7b5KfZ+KPXmfuI0VQgU9ubi5ffPEFW7Zs4brrrvPc/tRTT/HMM8+EbHEKStCTm5vLE088QW1tLVVVVVRVVXm2ufLKK9HpdFx33XXs2LGD9957j6effrpTGWuwIggC0drOLe2iJGJxyh9gRq2RqOnyOIT2n1YdmUGUggBJSku73NmVaJTF5Q3WhoFfTz+JLluBgIQlYSTOKP/KQkrgkx+Xj6O6GmdFJahUGMf1LuwOBVHT5cB3fInUc0t7yuA3MWy2yV0ocbrOFyOHwtDRpaCUHXZVhTbwMTTsHpQOzkL5wAU+r68+hFMSmJATx02nDe3kuK1WCVwyOZsvbz2FE/MTabe7+L93NvHhhrKAj9PR0n70ePnYXDaWlMqanJExM3GJEikxetJiQySId3uqEZcbmv0dRwSdp3W5XHzyySfsco9SGDNmDBdeeCFqdYhUiV4sWbKE4uJiiouLu5XSlCAgLi6OxYsX87vf/Y7JkyeTnJzMwoULueGGG0K+nnAQo4uhxd7iGVthdVqRkP82k8aEYdJEBKMRV10dtr17MYwYMfCLTCqEik0eL59E/dEb+MSULQX8z/ZIktQp42P5aTMA+pEjUEWFX9gdPX061cDIwxIrqnyPL1Emmte327HYXRh1of9f7A/yuAo54xPXJeNzsEHJ+IQ+8FEyPgfrzbTZnETr+1eeckRn4TQkobHWY2jYiSV1UiiWGRocDqiWSyBhndG14q+Ia15mc/utQD7Xz8jvsdsqJ9HEOzeczIJPt/P2mkPc+cEWXJLEZVP8X59iYlhtKcPiNGPUDEzjSX/4oewHWh2tpEelY2/NBXZTlBUXuq60SMYnaILK+BQXFzNq1Cjmzp3LRx99xEcffcRVV13FmDFj2L8/9J4u1157LZIk+fzypqioiB9++AGr1UpZWRl33313yNcSLrqOrTA75StgAQGDxoBKp8N0whTgCI6vSHLrSrpkfCxOi6csd1QgicSULQegzc/Ap8Zcg8VpQSNoyIzO7JjPFSb/nq5o8/IQ05PRiGDY6vuqN96kI9Ygf6hXNA++rE+7sxWnJJeiu2Z8DrozPqE0L1RIjNJ5rrL3hCLrIwiYUyYAYHKXSwcNVRUIoohkMEJSmEztHBb48RlU7dX8SXyBDIODM0f2LhpXqwQevXgsV5+chyTBXR9s5b11/o+giNXFk6iXj3HoKHFw/t8Bucx17pBz2VYhSxj8LnOVroTPb4VvH4Q1LyHs/RpB6mIJ0qRkfCKBT6AEFfjMnz+fgoICDh8+zMaNG9m4cSOHDh1iyJAhzJ8/P9RrPC7oWupSAgmjxujR/yg6n/YjpfNJVEwM5eDWpDGhV8sfKI22o0fnY6zdisbagEsbQ3vaZL8eo2R7smOy0aq0A6bvURAEAf3UkwDI3FXbY7kzy+3fMxh1Pkq2x6SJRqfuSPdbHS5PN1B+GDI+0JH12VnZ2seW/mFOlZ93U+3mkOwvVAhl7g/DrBy5PB0Odv8PbHIAOVJ1mIUx//OrY0sQBB66aAzXTssH4N6PtvHtzureH+RFXox84XU0ODi32FtY7r64mjNkDlvLZOdwvxybWyrg3Sthw39g5ZPw1V1o/nsVQ2q/7dhGFKHFLWKPZHwCJqjAZ/ny5SxatKiTgWBSUhJ/+ctfWL58ecgWdzzRdUK7kvGJ0nZcAUe7dT7m9esRvUwXBwzFvblBDnwEQSDBcPQJnJUyV1vWDFD51wVQ2lIKyGUu0WbDulMuNw1U4AOQOGMmAMMPOamz1PncJitBDnwG4+iKZrtvfc9h94yuaL2GxChdt8eFgmAFzrYDJTR99DE1Tz9N+R13UvXQQwjr12BOcAucB1vGZyD0PVveAWC7mA/A7LaPPQ0PfSEIAn+6YDRXnJCDKMH/vbOJLYeb/HqsMqn94FGQ8fn24Lc4RAeF8YVkRRWwv1a+oB3bl2OzJMGnt4C1GVLHwIk3QqZcSk1s9/q726rBZQdBDTGZ4fozjlmCKnbr9XpaW7tfObW1tXVyTo7gP56xFe6uLk9Hl7bjClhXWIgmNRVnTQ2WjRuJmjrAfhZK4NNWDdYWMMSSaEikqr3qqNL5RJfJbez+6nugc0eXdccOcDhQJyejdXc0DgTR4ydQDeTUQnnjQVJM3f2cchLk18vhxsFXeuxR3+Mpc5nC5sobaODjammh9u9P0/jOO/KHkRfqt9/BGhVNVWYsKUWHUVvqcRkHx8gAwd3RRQC2IgHRUgn7vwfgd475vJH6DrnN6xC+vguu/tivLJMgCDx88Vgqmq2s2FvLda+t4+PfTu+z1T3/KJnZJUoib+96G4A5Q+ewo7wZSYLMOAMpMX0Imzf8G/Z/Jw+FvvQ/kDIc9i6Gty8l2lrZsV2z+3mOzYRBaKkw2Akq43P++edzww03sGbNGo/WZvXq1dx0001ceOGFoV7jcUG8Ph7AM/BTyfiYvER8giAc2XKXIQ6i3LV8d9ZHyfgcNYGP6MBYL7cht6f7P/6jk7BZ0fdMnDCg9vnarCwsJjVaF9Tu3Ohzm1z3h4cSTAwmmtwdXfFd5nSFeiq7L0ZnyBcWe6paEfuYZdby9dfsP28OjW+/DZKEacoU4q+4nNQ/3En8ZZchxScgtLfRuC+akm9SMKz+PGzrDhgl45Mdpk6fbe+DJLKJERyU0mk78y+4BC2qA0thj29HcV9o1Sqe/9UkRmfEUtdm59p/r6XV2vu4ASXjc7j9AC5xEI7AcbOuZjl7GvcQpY3iF8N+wTb3gNxxfZW5Gkrgmz/KP5/5JznoAUiRG1mibZWg/N2Kvic+0tEVDEEFPs888wwFBQVMnToVg8GAwWBg+vTpFBYW8vTTT4d6jccFSgBRb5U/HLw1Pt4obc1tPx0pgXNnnU+SQb7SPVoCH33TAVQuGy5tNPZY/980PK3ssfmYlYnsEwauzAVy4NuU5xaU7/DtIZPr1siUN1lwuMQBW5s/dGR8ugQ+YZjK3pX8pCj0GhVmu8sTaPmi5auvKL/t97jq6tANGULuf/5N3ptvkPHAAyRddx0ZDz2I670vcP35SVRxOhxtGmyPvYTw9mvdMkNHAiGcHj6SBJvlMtf7jhloVAK5w8ZRmnyGfP+ewMYwROs1/HveCWTEGdhf287t72/pNShNMWZgVJtwiHYqzf4LowcSUXLxQckrAMwdPZd4Q7yXvie+9wd/Ph8c7ZA3A066qeP2uBwkrQm15ITGUvk2JeMTETYHRVCBT3x8PJ9++il79uzhgw8+4IMPPmDPnj18/PHHxMWFYOrscYgSQChaGU/GR9v5Klgpb9l27sJZXz+AK3TTJfBRTAwbLEdH4KNke6xJo0Hw7+XvEB2e4aS5MblYNsvzpgZS3+NZS6H7jW6Pb01FSrQeo1aNS5QGncDZo/HRdw18wufho6BRqxiZLmd9ehqfYt2zh4r77gcg/vLLGfLpJx7jyE6o1UgnTiPq3quJzTWDKKF+9QWE994I2/r9wmZFqHWLhcMR+FRugdpduFQ6/uc6mcLUaPQaFbUx7vmBh1YFvMu0WAMvXDUZnVrFkp3VPLe0Z/2OSlB52tpLB6nO56fq7yhvLyVWF8vVo68G8GR8ehU21++HkhWyZueiZ8HboFelQkqSs11CndvDK9LK3i/6NT5u2LBhXHDBBVxwwQUUFgY2eyRCZ7qWjLxdm73RJCejd88ua1+1egBX6MbT2dW5pf1o6eoy1u8AwJI0xu/HVLRV4JScGDVGEhrsuOrqQKvFEOaBsb7QjnSnvQ/47oYRBMETQBzqJbNxJOgp46OsM5yBD/Su83E2NlL2u1uQLBaipk0jfcEfUfWhV7Tkn0Tm1CaSJ8uNBup/PY+wJLjhkyHBPapCioqGuPjQ798tat6feBotRHnOZ0PUcCQE+T2hrSbg3U7IieeRi8cC8OS3e/l+d8+dXnmDWOfjEp18dOBVAK4dcy0xuhiaLQ5K6uSM5rjehM07P5W/DzkVEod0v99d7hLq3K7tkVb2fuG3KioQB+Qnn3wyqMUczyQaOpsB9pTxAbmt3bZ7N21LlxJ3/pyBWyR01JRbZOt5Zd1KiW6wY/AEPmP9fkwnYfPmzQAYR49G5WPGW7iJHT8ReIfk8jYkpxNB0/1fODfRxO6qVg7Wmzll2IAvsUea7N01Pk6X6OnqCse4Cm96CnwkUaTijjtwlJWhzckh68m/+TyvXbEmjkLS6EkZVk9d1vXw2f9QPfEIYnwC0gn+68dCRdhb2fctBuA77WkAjHLrphyaKEgdBTU75azP6MBnCV52Qg5bypp4a80hbn13M1/O9z2PyxP4DMLRFT9UfUOVpYwYbTy/GvUrALa7sz25iSbiTb0E0js/kb/3cO6kJFnv4wl8miMZn/7gd+CzaZN/bZsDKfY8lvBuC5ckqceMD0DsOWfT8OqrtHzzDal/uBNtL0NYQ06Me7xDa+fA56hoZ5ckT8bHGkDGp7S5FHALm5dvBo5MmQsgc/gkKnVgsktY9hdjGjGy2zaDN+MjB/XeGZ+KJitOUUKnVpEeawjr8XsKfFq++or2n1YhGI1kP/ss6vh4/3ao0mJJGktUzQaizh5Fa5sD1feLUT10H65/vQVp/o1CCRkeYXMYPgwdFll8Cyxplvc/OqMjgyHmnIy6ZiccDC7wAfjTBWPYWdnCpkNNzH93EwvnjEaj7lyUUGZ2HWwtRpKkQfN5U2k+xNvFzwNwQd6VngtWRd/Tq7C5oUQuIwoqGHWBz02kZHfgU7tH1loppa7IuIqg8DvwWbp0aTjXcdyjaHysLisWp8Uzp8tXxsdYVIRpyhTM69fT8PobpN31h4FbaKz7zbylEiSpW6ZqMKNtO4za3oKo0mKL9780653xMW+S/w+MA+TY3JW06HRWpwmMOixRu2k1eb4CH7dIWBENDwZESaTFR6mruFa2bxiSHOWXCV5/UDIUFc1WGtvtJETpkJxO6v7xLADJN1yPYcTwgPZpSZ0oBz71W2j+w0KE6kqEHdtQPb0I8dEnw2ci6ANlRldY9D11+wAJyZDApkb5Y0M5nwBSzsmw4VU4FHzThU6j4pkrJnLe0z+w6VATb689xNyp+Z22yY4agkpQ0+pootFWR6Khu6XDQNNkq+cvm+6gzdHM0NhRzM6+xHPftvImAIr8KXPlz5CHQftAcpe6qC8Gc70sggaIC5NtwTFOvzQ+EUKHUWPEoJaveBusDbS7X9jeBobeJF73awCa3nsPlw9PpbChZHycFrA2dctUDWaMdXK2x5YwAkntv9+UEvgM0aRj2yOnmo9UxketUlOT4za73LbZ5zZKZ1dlsxWb0zVQS+uVNkcLLklei7eBYXGNbOxWmBYd9jXEGLSebNgOt8C5+dPPsJeWoo6PJ+HquQHvUxldYazZBFotrjvuR9JqUa1dhfD94pCt3R+EclmAH5aMT+1uANrihiFJAqkxepKiO0q9Uo7bU6xqm+zxFSQ5iSYeu0Q2h/xgQxlbypo63a9T68ky5QGDo9xlcZpZtOUP1ForSTNm8Yfxizq5kvvV0aUEPqMv7nmb+DxcghbBaYGDbiuTqFTQhjdLeqwSCXwGCd4uyA3WBo/Gp2s7u0L0aaehKyhAbG+n6f3/Dtg60RrB6P7gaqn0dHXZXDbPmgcrwQibwcu1ucwOoog2MxNtWu+zicJJ+9A0ABy79/i8P96oJcagQSJwB2e7KzyO4O1OOTg3qk1ovNyy91XLgc+w1PAHPgBj3JPad1Q0I9nt1D33HABJ11+POjpwjZEyusLQsEue1J6bj/ireQConn8KmptCs3B/cGt8wtLK7g58KnVy0KFMvPcQmwHxeSCJULa2X4c6vyiTK07IQQKeXLyXZktnfx9F51PSurdfx+kv7Y5Wntx6L6Wte4nVxnP3hL91Curr22ye/7+xWbG+d9J4ECo29lrmAkCloU3vljTskye+Rzx8gicS+AwivPUyvWl8AASViqRfy2+wDa+/jmS3D8wiocMivbUSk9bkCc4Ge7nLEIS+x+wwU22Wu0wSiuWOlSNV5lKQRgwFQFdcjiR29+oRBIG8AI0MLU4zj2++g2uXnclvlp/D3Wuu4ZXdT2BzWUOyZotTzmAaNZ0DnH01SuAT0+0x4WBMplxy2FHRQtOHH+KoqECdkkzClb8Man+O6GwcplRUogNjrWxzIF1+NVJ+AUJzE6oXnwnZ2nvF3I7Q4G4wCEvgIwfZe1zy/76il+pEnuwxxsHA29q7svCC0WQnGGkw23lhWXGnbHJ+jFyOLG31HfgPBGVtB1iw7np2NG5ArzJw5/hFpJs6l52UNvahKVHEGHoYjaNke/KmQ3TvF1OtBrdLfLF7ZldE2Bw0kcBnEOEr4+NL46MQe8EFaFJScFZX0/je+wOyRvnAisBZtlA/WnQ+wWR8DrfKuokEfQLitoGfz+WLmMIR2DSgtjmwl5b63EbpkDrU0LfOp83Rwp833cqW+jUAmJ1tHG7bz3fln/D63tAYkioZnyivwEeSJPYrpa4ByvgomYo9h+qoe+FFAJJvugmV0XdmtU8EgfZ0eXhsVJV8/tBqcd1+L5IgoFryJeze2e9194lS5oqLh5gesgv9oUZ+7a8zy9lGn4FPrrvcdbD/5qomnYY7zhqBWiXw4/56lu2t9dw3JEbWuxxoOTKBz+rq71mw/kaqLGUkG9JYMPlZCuO6W1tsU8pc/uh7/BCEtxo7LjiBSCt7P4gEPoMI7wCir4wPgEqnI+nGGwGoWbQIy7Zt4V8kQIw75doi/wMeDSaGaks9WnMVEoJsXugnir4nJzoby5atwJHP+GTGZlMqf/5g3eH7Q9Xf0RXN9kYe3Tif/S27iNbE8qfJz/PXk9/khlH3IiCwtOJzVlV/1+81d2R8OspJDe12Wm1O1CohrOMqvFFKXSk71uGsqUGTlkb8pZf2a5+ewKfSy1dr9FikWecCoHr7P/3avz+EVdjssHqGkC5rkN+jRmf4yNApGZ/yDeDsf8m0MDWaX54g/z0vLd9Pbau8z/yY4QgINNhqPN5QA0GjrY6nty3gme0LsbksjEmYzCMnvMLQ2O4NBgBbPaMq4n3vsOkQlK8HBBjV96inVn2XYaSRUlfQBD3dbN++fSxdupSamhrELun2hQsX9nthxyPegU9vXV3eJPzqStpXr6Lt2+8ou/VWhnz4IZqEhF4f0288pS53S/tRYGKoZHvscUMQexCM+6KsTb6SHmNOQGxuRjAYMLhNBI8U2THZLE0XGFEuYd25k7gLzu+2jT8t7ZIk8fS2BRxsKyZOl8h9E/9OTrRcRsuKyqfGUsEnpa/xr12LGBo7kjRj8ANZzU45s2Pyyvh4GxfqNeqg9x0IqTHyoMjTD8mzzuIuvLBPo8K+8AQ+NRtAdIBbwyT+ci7Ct1+h+mkF4oFiGBpGk9cKd8YnMwxdPvXFIIm49HEcao7BoFUxJNlHhi6pEKJSoL0WyjdCXv+HKP9icg7rShvZU93K09/t5aGLxmLUmMgw5VJhPkhJy24mJId3WLMkSXxb/gnvFr+IxdWOSlBzfu6VXDr0OtSqnj9ClYzP+J5a2bd/KH/PnwExaX2uo83Q5f8vkvEJmqAyPi+//DKjRo1i4cKFfPDBB3z88ceer08++STESzx+CDTjA7KeI/Oxx9Dl5eGsqKTiD3chOcM8wM+7pZ2jo9RlcI+qsCQG5rZc3iq74Y4okzUGxrFjEbQ91OsHiMyoTErT5DZp657dPrdRMj41rTbMdt+vh/W1K9jdtBmdSs+CSc96gh6FS4bMY3jcOCyudp7d/kC/BkOa3Rkfk1fGR5kgX5gyMGUuhckJKk6ols9brI+gMVBsCcNw6uNROS0Y67xmqOXmI50iz7FSvfNav4/TG0KVu/yRkdn7hsHgFjY3RxcAAiPSYnxbDwgC5LqNG/vR1u6NWiVw+1nD0WtUbClr5psdVQAMiZUvPkrCrPOxu2w8t+NB/r3nb1hc7QyNHcUjJ/yLKwpv7DXoqWmxUtViRSX4EIIrbPtA/j7uF36tpU2fhuR9zIjGJ2iCCnweeeQRHn30Uaqqqti8eTObNm3yfG3c6HtqdIS+6SRu9kPjo6COiSHrmWcQDAbaV66kbP6tiJYwzmnqkvE5Gia0G+vlkpA1ObCOLiXjk1nq7kqaOCGk6wqGFFMK1SnyG6Bl/36f28QYtCRGyZmMww3dXwtO0cHbxS8AcF7uFWRGdU+bq1Uabhn7J0yaaPa37GJ744ag1+wr46Osa9gAtLJ7c3rVNrSSi4b0PAzDA/Pt8Ymgoj39RMBL5+NGvPIaeZPl33m6rsJCtRz4SOlhME10Bz6H1fJrxKe+RyHHHfiUBf9a6UpmvNHj5/PaT6U0tts9Op9wBj7NtgYe2Tifn6q/RS2ouXrYfB6a8iL5MX3boStt7MNSYzDpfARINbugerucHfSjzAXIQU+i18VJJOMTNEEFPo2NjVzaz7p4hO74FDf3kfFRMIwYLlvt63S0ff89h+b9GmdjmEpPXTI+R8OEdkODHPhYEgMMfNzDSWP2yn/rkdb3gDysUcyVg0+pugax3beAWcn6lPowMvyu/FOqLWXEahO4IO9XPR4r2ZDOyaly1mJD7Q9Br9ln4OPO+AxUR5fC8G2yD8qqISeEbJ/t6fIHflSlHPjYnSKN7XbMuUMRT5qOIIqo3g3fEFNPxiccbtHuwGeHU37N9ZjBAMiaLH+vCO0F8JxxGRSmRtNud/GvlSVhFzhXtB9iwfrrKW7ZQZQmhnsmPMW5uZehEvwryXboe3oocynZnmFngSnR9zY+kJLdZXZDHBjCIGI/Tggq8Ln00ktZvHhgzbmOB5QAoqK9AlGSdVM9GRj6IuaMM8j996uoYmOxbN7MwV9dhaOqKvQLVTI+7bXgcnQyMRyMCE4r+uYDAFiTRvn9OJfooqK9ApNVQl0ql7wGQ+ADkJCSQ5M7JraVlPrcZmiy/NpRWsYV2h2tfFjybwAuHXodxj6C6ykp8tykDXUrPa/LQPFV6lI0PgPV0QVgLyvHsGsbIgIfxo/G4Qru7+mKkvFRla3mFy/8wCUv/sTcf6/lyn+t4V95pwIgLPkS6gIf4tknogg18v+5FI7Ap0YOfDaY5XbrXgPVjCLZk6a10jPPLxSoVQK/m1mISoAV+2ppbk4Jm8C51lLJnzfdSp21mnRjNg+d8BJjEicFtI9tbuNFn4NJJQm2ub3Xxl7S/f5eUEZXRITN/SOowKewsJAFCxZw7bXX8re//Y1nnnmm01eE4FACiGZbs+c2gyYwZ07T5Mnkv/0WmowM7AcOcPBXV2E/fDik68SU5BZwStBaNeg1PvqmfQiSiNOQiNPov/FgjbkGp+hkZKX8b6LNzUWTlBSuZQZEVkwWFe6l2EsO+NxGuTLfWdHc6fbPD75Nm6OZLFM+MzP71riMSZyMQW2k0VbHgRbfmqK+sLgzPoqPT7PFQavViSBAwQBqfFq++AKAnamFVOpjPc7R/WFHRTO/X+6iVTISLbVTIMqdgALgEiU+tiexIzEfweWi8qNP+328bjQ2IDgcSCoVpITYWNNpgwb59bW2Td53Vnwvrf+6KEhxX1yUhzbrU5gazflF8kXXqz9UkmaUSz0lQb4mfdFoq+PPm26jwVZLVlQ+D0x5kQxT4EHGdrczuM+MT9l6aDoI2igYcW5A+5Wy5QCbjPEBrylCB0F1df3zn/8kOjqa5cuXs3z58k73CYLA/PnzQ7K44w0l8FEwaoyohMBjU31hIflvvcnBefNwHDzEwSt/Re6/X0VfGKKuEpVKHl3RfAhaq0gwDe52dmOD7EFiTRwZ0OwkRd8zuSYaaMQ4YfC82WRFZ1GeLDD6sIStB53PqHQ58DncaKHZ4iDOqMUpOllW8TkAlxVc36tAU0Gr0jEhaSqra75nfe0Kn54lfdHuDnwUHx8l25OdYMSoG5iOLkmSaP5c/tv3F00HZCPDXjUrffDNjiqeX1aMKMFG3XBOE7bwtxPbaS46GaNOTXmThR/21rK+6mTGrC7F8c1XfDP9As4eE8LBwm59D8mp4MdU+YCo3w+SC0kfy2Gr/CGeGqvv/TFZk6Bmh9zWPqr/4nFvfnVSLj8W11HZbGWEPRs4REnrnpB0drU6mnls0++ptpSTaszkvol/J1YXH/B+6tts1LbaUAkd/4OdULI9I+fIgWIASEPPgBuWQ3IItGnHMUFlfEpKSnr8OnDA99VnhL4xaoydRlT4q+/xhTYzk7w33kA/bBjO2loO/uoqzOvXB7QP0WLBumcPbSt/pPnzz7GXlXXc6TExrOjQ+NgaBuW8LoMn8PG/zAUd+p7hFfLfZDrCxoXeZEVnUZ4oB3H2AyU+t4k1aj06n53uieTbGtbR4mgiVhvPpOTpfh9vSopcrlkfpM7H3CXjc7hh4PU99uJi7Pv3I+h0uE45HZCzNcEgSRLvrD3Es0vloOfUYSnkTJgFQGbzRqL0GlSCQE6CiStPyuOyO67FpVIztLmCLz75gVd/LAnZ/4pH3xMWYbP8v2OJHwYIJEbpMGj7CFSz3GWhEOt8QDY2vOFUWeBbWilnmkMhcJYkiee2P0hZewkJ+mTum/h3EvS+B4b2xf5auaw7LDWme1DvcsKOj+SfxwWhkxUEyJwAuoHxvTpW6beBoSRJg/LD7mhFKRuBfx1dvaFNTSX39dcwjC/C1dzMoXm/pvl///PrsS1LllB8+hmUXHQxh3/zGyr+cBelV/wSR4W7bu9lYqhkqpyik1bHAA5M9ZOgA5+2MgRRIvOg23xvkOh7ADKjMyl3l7psB3xnfABGZ3Qud/1Y9Q0AU9Nm+ZXtUZiQfDJqQUOF+SDl7QcDXq+li8bH08o+gPqetpWyqNl04okML5CDBGVYaSBIksSLKw7w9lq5S+uyKTncOXs4Up4cSEZVrZV1HF5oE+IRpsr3n162kY83lfPxpvKg/5ZOuAOfsOh73KMqmqLkYCMt1o/Su0fgvEnWH4WYqUOTmJKXgNMsl71CIXD+vuIztjasRavScc+EJ0k1Bm8LsL9WDvLH+JrPVfqDrI00JkLB6UEfI0L/CDrwef311xk3bhxGoxGj0UhRURFvvBG+roXjBSV7Av3L+ChoEhLI+89/iDlrFpLDQcUdd1Lz97/3ONtLNJupXPgnyv9vPq6mJlRxceiHD0eTloarro7Dv/2d3EXk1dKuV+s9IuxBJ3CWJAz17qvWRN8Oqz1R1lpGdh1oLQ4Ekwn9sL7bWAcKpdQFYC892KN3U8dQzhYsTrMnYzMj4+yAjmfSRDMmQb6SD6a7q0Pc3DnjM5CBT/uPcuATNX06Y92i0x3lzdidgX04f7Ojmi+3VSIAN51WwNUn5yEIApbkIkS1AY213hNseyOdeQ4A59dsRZBEXltVGnTGyRvBLWwmLYTlMwV3R1eVPh+A9L7KXACpo0FjAGuzRx8USgRB4MZTC1A7spGk/gucqy3lvLnvWQAuL7ixm59VoCiBj09h825ZY8ao80F9ZP3AjmeCCnyefPJJbr75Zs477zzef/993n//fc455xxuuukmnnrqqVCv8bjCW+fT34yPgspoJOvvfyfx2msBqH/xJUquuALr3o7pxpLDQdyatRz62c9pev99EASSrr+e4T+sYOhnn5L/ztuok5Kw7d5N+d13I0V3HlsxWAXOGksNGlsjkqDCFh9YXbysrYyRinFhURFCqPUT/SDJkERbgh6rFnA6exSwKwLn/bVt/Fi5FLtoI8OUw9CYwIJACL7cJUkSZvesro7Ax+3hM0CBj2izYV63DoCo6dMYkRZDcrSOdruL9aX+v2b3VLXy8g/yh/m10/KZM64jyyKpdbRlyR1wsQe7d71KJ09HiorG1FzPVcYGRAkWfb2HRnM/BwyHM+Pj7ug6qJKFxOlxfsw0U2shfZz8cxjKXfI6DFw2ZRiiXS5H7awPbh6aKIm8tPMxbC4LI+MncE5O/21aFMH82K6BjyjC7i/ln0f2Mok9QtgJKvD5xz/+wQsvvMDjjz/OhRdeyIUXXsiiRYt4/vnnI11d/aRTqSsEGR8FQa0m7Z67yfr7U6jj47Ht3EXJzy9h/7nncfDquRw8/wLSPvoIZ0UFmrQ0cl99hdQ7bkdw2/lrMzPJfvYfsk/Qt99Rv9R9JecemDdYTQwNDfIbty12KFKAHXLlreWMPOzW90yeHPK19QdBEMiIyaLC/XKxl/jW+SgjGkQJviv7CoDp6WcjBCDyVpicMgOA4pYdAV1h20UbLskFyIFPm9VJg/vDfqAyPpYNG5BsNjQpKeiHDUOlEjhtuNyl9P1u/1rMLXYXt7y9EbtLZFJuAhdP7D7CoyVvNuA78EGnRzpV9kT6ReMOchJNNJjtPPHNHlxi8HIBoTpMGh97O9TvA2Cnyx34+FPqgo5yV3nojAy78vOJWehFuePqs91r+tjaN98c/oDdTZvRq43cOPreoJpJvGk026lvtyMIHWVmD5WbZNNXXTQMObVfx4nQP4J6lisrK5k2bVq326dNm0ZlZWW/F3U8E46Mjzex55zD0M8/I3rmTDlTUFKCed06nBUVOKOjSb7rDxR88zVRU7t3SZgmTiTtvvsAaPp+kyxjcHt1DNaMj0FxbA6wzGV2mKm31nsyPqYpgyvwAbncVZEkBzA9dXYBjMmIRdC0cNC8BYDp6WcFdbwEfTIZJvkD8HBbz8friiJsFlBhUBvZWt4EQGacgRjDwKT723+SRyhETZ/uCfrOGOkOfPb4F/g89MUO9tW0kWDS8vtZw1D5CB5bcs9EQsBYvx1tW3cfG3GWXO7SrlzKfWcMxaBVsbW8YxRDwEgSVIfJw6dyK0gixGSwzyIHqOlxfpS6ADLdAucQt7R7o1WrOC1P/r/c37KVfdWB6QsbbXX898DLAPyq8Hf9mkWnoJS5hiZHEaXvkiHe7dZXFs4CbWAXYRFCS9A+Pu+//36329977z2GDSIdxNFIuDI+3mhSUsh+4XkKvvma3P/8h8y/PUHaoscpufsu4q++GpWh53/KuAsvQDAYcFTVYWvSyBkfSeoIfAZZS7uS8QlU2FzeVk5Ss0RKC6BWYywqCsPq+kdWdBblSb13doFc7tLEbgYkhseN69cbfKYpH4Dy9lK/H2P2TGY3IQgC6w/K2aIp+f471vaXth87Ah+FU4Yno1YJHKht56APd2tvlu+t5Z21hxEEuOOsEcSbfA82dRmTMadNASDm0JLuG4ybgJSSitDeRk7pDq5xj2J4a81B2mxBzEJrbECw28Lj4aNka7ImU9VsBfwsdbkfA0DVVnA5QrsuL84dOhMAtamEZ5ftDChz9t7+l7C6LBTGjuaMLP/GRvSF0tHlW9/jDnxGhrbFP0LgBBX4PPjggyxcuJBzzjmHhx9+mIcffphzzjmHBx98kIceeijUazyuCGVXV28IgoAuL4+ok08ibs4cYs49F8mPKdUqk4noU+SSR8thIzjMYG3umDM2yCa0G7w9fAKgvK2cUe4yl2H0aFRRgfltDATenV32XmwkRmfEoo2Rp9OfnDqrX8fMisoHAg185CvxKE0MkiSxoVR+jUzOS+jtYSHDWVeHbZf8Ooia1pHJjDVomeJew9Jeyl0Wu4s/frINkHU943Piez1er+UulQrpRDlbLmxcyzlj0slOMNJidfL++iCMRpUyV1IyhHp4rifwmURVizvw8bfUlTgU9HHgtEJNcPobf8gw5ZCsz0BQuTho2cLX2/2rOBQ372BFpVz6nTv8tn6XuBT296TvqSuWheIqjTymIsIRJahn+5JLLmHNmjUkJyfzySef8Mknn5CcnMzatWv52c9+Fuo1HlcMRManv8TMlt/YW8vdwUBrFQn6wWdiKLjsGJqKAbAmBWa6V9baIWwebPoeBe+Mj+3AgR5tJRJjXKiN8odqAv0zYcwOKvDpaGUvqWunwWxHr1ExNrOHOUYhpn3VKgD0o0Z1c97uKHfV9vj4v3+3l8MNFjLjDNw5e0Sfx1MCn6jK1ajs3dvlpcmy+66wfg0atYrrpg8B4PMtFVQ0BTZcOKwzutyBjz1tAk1mOWvjd+CjUkGW2/cqjOUuQRCYmCIHs5roPby++iAN7b2LxUVJ5PW9TwNwasa5QRly9oSnlb3ra3uPO9uTfwoY40N2vAjBEXSYO3nyZN588002bNjAhg0bePPNN5k4iAzejlbCrfEJBdEzZ4JWi71Zha1ZA60VJBrdpS7b4Al89E37ESQnLl0sjqjAfDnK2so8wmbj5MDm9AwUWdFZVCWCKIDY2oqrrs7ndruaNoEg4rKlsK+yf1mBYDI+3uMqlDLXhJx4dJrQXGX3Rbvbvyd6enddohL4rD5Qj9nevdS0s6KFf/0glxEfumhsd92GD+xxQ7DGF6ISHcQcXtbtfmniFCSVCuFQKdTWMDkvgUm58ThFif/8VOr33wWEbyp7e708VgGoipLLxEatmlhjAJ2NHp1P+ATOABOS5MDHELsXs93Ji8v39+ott7LqG4pbdmJQG7m84MaQraPF4qCm1Qb48PDxlLnmhOx4EYLH73eelpaWTj/39hUheI6GjI86JsZTMmg5bICWykEpbjYEOaoCoK6yhFx3HDGYMz4OjUCN++LStt93uWtrvdzx4mofxrc7q/vVQZQZlYeAQIujiRY/O7u8Mz5K4DNQZS5JkjoJm7tSmBpNdoIRu1Pkp+L6Tvc5XCL3frwNlyhx7th0Zo1O8/u4vZa7YmJhhJxlEDasRRAEfj19CCoBVh2oD8jbJ2wZH6UNPWkYFTZZ0JweZwisG9Dj4LwptGvrwuiEiWhVOkR1I1pDDasO1PP5Vt8lL4vTzLvFLwJwcf41Qbsz+0LJ9mTEGYj1Fu23VsPhtfLPI84L2fEiBI/fgU9CQgI1NXIdPD4+noSEhG5fyu0RgmegND79JVYpd5UZ5YyPovEZRAaGhgaloyswYTOAdqfcteTKzUCTOHAi3ECI18dj1Bg7jAx9DCuVJImtDfKbrs4+kvp2OxsOBv8c6dUGkg2yh5O/Ds7KnC6dYGJPlXxhNFCBj33/fpy1tQgGA8ZJ3TN3giBw+gjf3V0Pfb6TLYebiNFreODCMQEdVwl8Yg4vRXB1L714yl0b5KA0LymKs0bJgdV/N5R1275HlIxPqM0LvfQ91W59T5o/5oXeKALnml1ya3yY0KsNjE6Qqw0nj5FLlq/+WMLuqu4X4Z+Wvk6TvZ40Yxbn5l4W0nUUuwOfbhYNe/4HSHIGLK7/nWMR+o/fgc/3339PovsDYOnSpXz//ffdvpTbIwSPTq0jWiv/4wzWjA9A9BlngErA1qTFfuhwp8BHlEJvUx8M0eUrATCnBFaClSSJpL3yh6B+4uAZTNoVQRDcOh/5d18Zn0rzYeqsVWgELTNz5Sxd0K3TbgItdymlrjaLFlGCvEQTqTED085r3SB/gBsnTECl9/3BrZS7Pt9cwWL3uXlz9UHeWH0QQYAnL5/g36gGLywpE3CY0lA7Wokt/arb/aIn8FnrGevw80nZqATYcLCRkjr/psYL1Yprc4gzPoouJ2syle6Orgx/O7oUYjMhOh0kl9waH0aUcpddt5Pphcm4RInHv95Ds6Wjo6zKXMaXh94D4Kph/4dW1XczRyAoHV0FKV6BjyTB+lfln8dE9K+DBb8Dn9NOOw2N27l2yJAhnHrqqZx22mmdvk499VSGDBkStsUeLyhBxGDO+GgSEjCNkN9sWzce8IibXZKLFtuRL3dq2qswNuxEQqA1Z2ZAj6231lN4SH7DTDxpRhhWFzqyorOoTHBnfA4f6nb/Nne2Z0R8EeeOzQNg/cEG6tpswR8zwMBHKXXVt8rrnJI/cFlhywb5A7y3cuW0wiTG58TTanNywxsbuPGN9TzwmdwFd+fsEZwVQInLg6CiYeSVACTv+Hf3+0eNRTKZEFqaoVh2UM+MNzK9UC69fLDBjzlekhQejY8k+WxlDzT4Ux4PhM3BWWF80skA7GnewvWnZpAZZ6CuzcYTizvMId/a9xxOycG4xBMDGtDrL4qPUKF34HN4LVRtk0d4TLwq5MeMEBxBqQuHDBlCbW33LoiGhoZI4BMCzh1yLjkxOYxNHnukl9Ir0eMLAbCU1KFVa4nRyZO2B4PAOeawnHm0pE7EZQisVFVeX0KBWyIQc+JJoV5aSMmMzqQmXv7Zcbh7iWRrvRz4jEs8gZwEE2MyYxEl+HZXddDH9AQ+5lK/tlcMDKsa5cBnct4AlQ4lCetGd+DTiwGlXqPm/RtP5sbThiII8iwupyhx0YRMfjuzIOjDN4y8ClGlxVSzEWPN5s53ajRIE2S/H2F9h+vwLyZlA7CyuJbK5j46vJoaEWw2JEGAlCCCsx73ewjMdXLrddpYT6krIy6YwEfp7AqvwDndlE26MRuX5OJA22buPXcUeo2KzYeb+NfKA2yrX8eGuh9QCWquHvZ/QTmX90ZNq5WaVhsqAYanxXTcsU42SGTcL8A0OEvmxyNBBT6SJPl84bS1tWHoxfwugn/cMvEWvvz5l530PoMRwyh59pXlsPzBNphMDGMOLwWgNSfwCciNa1ehEaE1Tos2a3DX5LOis6hyZ3wcZWWdpmE7RDs7G+UP/qIkOYA7e4ysBVncD5FzoC3tTVY5A2ix6Yg3aRmVHtPHI0KDprERZ3U1aDQYx/destRr1Nx77ijevf5khqdFc+rwFB6/pKhfH5BOUwrNQ+WZTEk+sj5ddT4AQ1OimZyXgCjR9/R2bw8fPzy4/EYJUtLGgtbgKXX1K+MTxpZ2hQnJcrlrZdU35CWZuP0s+f3pi+37eW7bEwDMzv452dGhvzjfWSG/xgtTozHq1PKNrdWw4xP55xOuD/kxIwRPQFMXb7/9dkDWFixYsACTqaMU43K5WLNmDRMmTAjpAiMMXoxjRoMg4Wxz4aiuJtGQyMGWg0fcxFBw2YiukPU9LTlnBPx45zq5C6VmVFrIrwxDTVZ0FvWxIKpAZbdDfZ3HwXdv0zZsopU4XSK50XLmYlpBEv9coaG21cbK4jpOG54S8DEz3YFPo62OdkcrGsHE+tJGalqtaNUqtGoVBq2aGL0GCdhRVQMGMKqjWDBnNBr1wLSxG0tLAbcBpcm/svFJQ5NY/PvTQraGurG/JqH4I+JKvqDqpPtwmjoyM9IUORgVdmwFixmM8hp/MSmbDQcb+XZXNVeckEtilO+gpkPf04ewWXSAoPZ/0RUd+h7Ak/FJDybjk+nO+DSWgLkhrFmPk9PO5OvD/2Vd7Qr+tXsR1428k8tOjOOL2r/T4qrCpI7n50PmheXY292Bz+gML/+eja/J5z77RMicEJbjRgiOgAKfTZvkDwRJkti2bRs6r6sMnU7H+PHjufPOO0O7wgiDFlViOvo4J7YmLZYtWwaNiaGpai1qRzsOYwrWpMC6cQCMW+TBjOYJg3/8SmZ0JqJKoD5ORUqjCJXlnsBna4OcSRiXeILHmVavUXNBUQbvrDvMC8uKGZEe478pnRuTJopEfSoNthqeXPYD2w4kYHG4et5+iBk1cP300Z3LAGHGWFIqH/8I2hFYk4toT51MVM0GEne9Rc3k2zvuzMxGSs9AqKpE2L4V6QRZpzImM5aR6THsrmrl6+2VXHlSnu+d9zGV3VC/i+TtLxO3/zNQqSG5EJKGwYhzYewl8m2+8AibJ+ESJY83TVClLmOC7OLccEAOqAr75xzeG8PjxnLT6Pt5aedjLK34nHZnKwed+1AbqhAdMbQcuo6yETAyDF6PigXBWMW/x+WA9e4s34k3hP6AEfpFQIHP0qVy+WDevHk888wzxMQM3JtYhEGIIR5joh1bkxbrtm0kThscJoaxnjLXGRCoFX1rC/Elsp+L5sTBaVzoTVa0XIqriJNIaQShshypSL7K3lq/DugocylcNiWHTYeb2F3VyhPf7OEvPx8XUBamod2Ow5oMQg2bqvbgcJxAaoyekemxuEQRh0vC6nDRanPSanUi6u04gKy4gbW6MLon1h/pAbP1Y39N1PcbSNz1JrXjf4ukcQcQgoA0epzsxbNnJ7gDH0EQuKAok91Ve/hmZzWXn5CLWtU98yjU+O7o0jfuI2P1A8SU/9Bxo4gssq3aBjs+gpV/hzMXwvCzO3tc1e3rJGyua7PhEiXUKoHk6ADb2RWyJsuBT/mmsAY+IDsx61R6ntvxIGtrlgGQYshA33ozu9p1LPxsBw9eOIZRXSen94Mms52yRlmP5ZnIvvt/8iT2qFQYfVHIjhUhNAQU+AA4HA7eeOMN7rjjDsaOHdzi2whhxhiPMclB0wGwbN5M4hmyZuFIZ3yi+6HvEbZsRCVBWRKk5PY9nuBIE6uLJVobTU1CM5SCUFmBBDTbGjjYJmeuxiWe0OkxGrWKP8wewfz3NrGnupU3Vh9k3vS+dQ9Ol8gX2yp5e80hxMQEdImQn9nKb2YVMSo9psey4G+W23A4waQZuAslV0MDencDhi//noGkOf8c7FGZ6NorSNnyfKesjzR8FHy/GGHvbrwVV1MLkogzamlot7O2pJ6pBT6M9mpkgbqU6i6fSSJJO18jfe2fUblsSIKa5iHnUTf2Olz6eEZoquRsztqXoGYHvHM5DJ0JF78IsRnQVgNvXiLP18o5CZJHUFUul3BSovU+gy+/yJwE2/4bdoGzwslpZ6BXG3hm+59INWZy9/gnMKkTefiLnWwtb+ZPn+3ggQvHdAQp/WRnpXyO8pNMxBi0clfcqmflOydfA5rQts1H6D8BF9u1Wi25ubm4XD2ntiMcJ+jjMCTJbd/WHTtI1MYDR3ZQqa6lFEPzfiRBQ1tW4K3owqb1AGzPE8iMDmzMxZFA8fKpjnd/KFXInV2KaWF+zHDidN0zLamxBuafIZfyPtpUzisrS7D2Uq7aXt7Mbe9t5pWVJVgcLlL0OQCkJTUzOiO2x6BHkiQsTjMgl8gGCsumzQDoCgrQHGlTVZWWypP+CEDKlufRu+fHAUgjZHNNYe+uTg/RqlUeQ8Mvt/v2XRLcgQ8paagt9eR/PZfMVX9C5bLRmj2TPZet4PAZz2FJnYQ9bqhc4jrjfrh1C0y/TW6xPrAMXpwOOz+Dd66Qx1Qk5MPlb4FK5RE2B6XvUfBuae9llEQomZg8jRdmfMpjJ/6bREMKBq2aBeePpig7DovDxQOf7aCs0RySY+1w63uU+VxRlT9B2Tr5/EbKXIOSoFSG999/P/fddx8NDUe+eyfCEUSlQp8ahUojIpotpNXIDrVHcmxFwt7/AtCefiKiLvArOsndYbNtiEBGVBjEAGEgMzqT6nj5Z6GyAugIfIoST+zxcdMKkj3t059sLmf+u5vYeLCRFosDSZJoszn5fnc1D36+g3s/3sbBBjMxBg23nF7I/FNOAfp2b7a6LEjInWYmTXSv24YSpY3dcISzPQotQ+bQknMGKtFO5sr7OgKAwuHy3K66WlmY7sXZY9MRgM2Hm3wPL62VAx91rI6h/7uMmPIViGo95dMepvTs13DE5PhejDEBznoQbloJaePAXA/vXy1nZIwJ8KsPIVoWvVcHOpXdF+njZHF1WzW0VAS/nwAxaEydpq4btGoWzBnNmMxYLA4XTyzeg8PVf7PV7W59z5hM+f0mddM/5DsmXQPRqf3ef4TQE3CpC+DZZ5+luLiYzMxM8vLyiIrqfCW3cWP4WxcjDA6EqHgMia2Ya/QkHKgD7ZErdRlrNpGy5XkAGkb9KvAd1NagLjuMKMDhwrhBbSDpTVZ0FiuVjE9lOaIkss3t31OU1HPgA3DNtHxGZcTy3LJiKput/Olz2bhPp1EhihJOd8u7gNwKf/XJecQatbQ6ZBffOmsVVqcZQw8u47ZDe0lqkWiK06BTBakRCQKL+z3oSJe5PAgCFdMeJvrDVURXrSZh339pHH6Z3MmVmw+lBxD27UZK6shSpscamJSXwIaDjXy9o4pfe5cjrVbZ/BDI3XgXBut+HKZ0Ss59A1uCnyXa5GHwm29hyUK5/KXWwy/flUXQbqr609GloDNB2mhZX1S+4YiObTBo1fxh9gj+791N7K9t500/y7w90W5zUuJ2bB6dEYupah3RlT+BSgvT54dq2RFCTFCBz8UXXxziZUQ4ajHEY0yqx1yjJ2pvOYw5MqUulaOdnGW3Ikgumgou8vinBIKwSRYDH0iH+OTB7d/jzfjU8XwY/wYAQlMjh2q20uJoQq82MjxuXJ+PP3FIIqMzJ/H6qlJ+2l9Ps8WB3SlfCecmmphekMQpw1LISewIbmK0cRjVJiwuM432ejK8A5+GeoQlX6H6/huS9+/jBWBbgQqV4Qekk6aDOoDW6iAQ29ux7ZJLR4bJgyTwARwxOVRPup2MtY+SvuYR2jJn4IjORBo+EqH0AMKeXUgndy7Pnjc23dPaftVJeR0T7d3ZHkELJst+7NGZlMx5F3tsfmCL0hrgvEUw/nLQRkHqyE53V4Wi1AWyzqdqm1zuGn1h//bVT5Ki9cw/YxiPfrmLjzaVMyEnnom5wZVDd1W1ICF3vCVF60ld6db2TPglxGWHbtERQkpQgc+f/vSnUK8jwtGKMd6j81Ht2i8HPtZGXKILdU/tsmEgY9WD6FtKsUdlUj7tkaD2IWyU9T3b8o+eMhfAWbln8VL6MFqMu4m1QOleWdw9OmEiGpW2j0fLROs1/HZmIb+dWYjdKVLfbkMQhF5LHNHaOCwuM62OZjJwl1V2bkN97+8R2mVTS0mtQnKJjNvvgIV3IY0YjeuJ58AY4NynADBv3AQuF474eLQZg+t5rBv7a+L3f4qxfjv538xl//kfygLnxV/Cnl3dtp+cl0hytJ66Nhs/7a9jpnugqu7ARkRAa3TgiMnmwJx3ccTkBr+wLN+db57Apz+lLpAntW98bcAEzn1x8tAkzh2bzlfbq3jq273845eTiDP697/izQ63+HtsZhyGum3ElC1FElQI028L8YojhJKgncSampr417/+xb333uvR+mzcuJHycj9mzEQ4djDEY0yStT2u/aXo7RISEs32Zr8e7hKdNNsbkfohekzc9QaJe99FQqBs5t8R9XF9P6grkuTJ+BxtgY9apWb+xPme0RWHi+U25qLE4MZt6DQqMuKMfX7YxejkA7bam+Qbtm1GffetCO1tSAXDcN12D5teeoj5N6lZemoSUlQ0wp6dqJ5eFFaRq3nNavl7QfDjJsKGSsvBs17GYUrF0LiXvCXXQ6G8TmHvrm7nRa0SmO2eFfbdbnlwrql6A8nfPSTfH6vnwJz3+xf09ELHZPb+Bj6KwHlzJ3fxI8mvpw8hJ9FEo9nB09/tDeo9SPHvGZMRRfq6xwFoGnoRJA3C114ED0EFPlu3bmX48OE8/vjjPPHEEzQ1NQHw0Ucfce+994ZyfREGO8YEtEYRTYIJRJGiOlnv1ZvOp85axVNb7+PWHy/lmmVncvMPF/C7lRfz3I6HWF7xJe2OVr8Pn7D7HbJ+vB+Amonzac84Obi/Y98ehPo6HFoVe7KOjo4ub2bmzMSWJqfrVVVyF1Bf+p7+EqOVA8xWRzNs3SRneixmxIlTcP39n0jnX0ybQaImQWD5+QW4HlqEpFKj+vYrhP99GrZ1ta9yBz6FhX1seWRwRGdRevbruLTRRFetJqvsn0gqNUJTI9TWdNv+dHeWZ8vhJlS7PmHIl79EbJFNBc1jZuOICV9JpdZtXpga2099Vsoo0BjB1gIN+0Owsv6j6H20aoF1pY18ua0yoMe3WZ3sq2kDJH5e86wsLlfpqJ1wS3gWHCFkBBX43H777Vx77bXs27ev02yu8847jxUrVoRscRGOAozx8rdc+XtRhZwu7knn0+po5rFNt7OudgW11kpESW6hbrLX82PVYl7a9Wd+u/Iint62gI11P+IQ7T0eOmHv+2StvAeAurHXUTPp9h637QvVsiUA7B4Zi0MrkB7VxxiAQYYgCAwbK+tD0hslUgwZpBvDqzFQAh9HXSXqP96JYLUgTj4R8eEnPKWsdveA0ihNNIyfhHjdTQConvsb7N0d8jW5mpqw7twJgLlw8F51W5NGc3DWS0iChoSyL9ElyuL0rm3tIOtrJmQYeEDzb8b8OB+Vy4pZkEuLYkZ4Mj0AdqdIq80JQFIPYzP8Rq2BDPe8tEFS7gIYkhzFtdNkcfMrP5ZQWtfu92N/OlCHU5S4J+YbcovfBKBs5lPYEga/4/vxTlCBz7p167jxxhu73Z6VlUVVlW/PiQjHKIZ4AEx5srh1xEFZ71Nvre+2qc1l5Yktd1NpPkSSPpX7Jz7Ds9M/5t8zv+X+ic9wcf415EQX4BDtrKlZyhNb7uamFRfw7PYH2Vy3qlMq2lS1lqwVf0BAom70tVSetLCzA20gSBLC8u8AWDVS3kdm1NGV8QHIGylneFKbYHzSSWGfM6YEPoUfLUcwtyMNG4H40CLwuhiyuAMfo7uVXbr0V4hTT0FwOFA/ugApxH5g7evWgSShHTIEV2zo3HnDQXvWKRyc9SIubQymWLlkYlj1MSpHx4ev4LQSfXgZL9rv4xqNHJzXjLuJNq08gFMZTxIOmszyRYdKgFhD4PqXbmS5heYDMLA0EC4oymBKXgIOl8RfF+/B5vTvNbliby0XqVZyk+N1ACpOWhhUU0WEgScocbNer6elpaXb7Xv37iUlJfChhxGOYtwZn6hMWcicXdKG2iV0K3WJksiz2x9kX/N2ojQx3D3hb52mJI9JnMSYxElcOvQ3HGwr5ofKr1hV/R1N9np+ql7CT9VLGJ90MvNG3E6aLomsH+5BQKKx4GdUTn0w+KAHYPcOhOoqJIORH/LkD+qM6KNH46OgzZazAAXtseQOvS7sx4vRxpFbI1Hwo+wQ7frt70HfWQtidsof4h7zQpUK8a4FCHN/gVB+mPaVK4k+LXRDQc3uMpfppOD0TQNNa95s9v38a+LLroMDLei2LKfg9THY4gtxGpIw1WxE5ZLLTQ1SNLc7buaiIfMYUed+flPDl5lsNMsXMfEmHapgXZu9yVQCn8GT8QE5W3rrmcP4v3c3cajBzDtrD3myQD3R0Gbj5Ko3uVv7LgB1Y39D/bjfDMRyI4SAoDI+F154IQ899BAOh/yPIQgChw4d4u677+aSSy4J6QIjDHLcGR9djAV1QgIah0hhZfdS14a6lWyo+wGtSscd4//SKejxRhAE8mOGcfXw+Tw742MemPIi5+RcikbQsqV+NXetvpqVa36PobkYhzGFimn9DHoA1bJvAbCeOAWbVkKn0pFoCN8U6XChy5UDn5j6duLU4c92xGhimfudiEoC8dQzYdyEbtuY3RmfTuaFMbFIs88DoPHd90K6pvY1sgGl8aTw6ptCiSMmh9pLngTA0qgHUcTQuJfoylWoXDbsURnUj7ySBzJfYpk4kaW7qzvGVYQx49PQLmd84k0hyPZAR8anahs4ey5hHwniTTr+73RZE/bJ5goO1vdc8hKcVhKX/B/3at5BJUg0jPilx5k7wtFBUIHP3/72N9ra2khNTcVisXDaaadRWFhITEwMjz76aKjXGGEwY5QFtYK1GdMJ8kyo0Yekbhmfb8s+BuCcnEsZGT/er12rBBXD48Yyd/itPH7ya4xJmIxdtPGcZStfR5momPogoj6+f+sXRYQV3wNQc9JoANKj0js5vh4taNLSkDQaBKcT6mrDfrzcHVUUlUo41QLi9b/zuY3PwAcQ51wMQNvy5TgqAxOV9oSjugb7/v0gCBhPOKHvBwwmhg5H0moRbQK7z/yc0rNeoWzGX9h7ybfsuWI1FTP+wsQxYwBYv/0gglXuthqIUleiKUSzphKHyhdKLhvU7AzNPkPIiUOSOGlIIi5R4oXl+7t1eansrSTseZeCzy5iXP3XOCUV3+TeQfmMvwQ+DDnCESWoZysuLo4lS5bwxRdf8Mwzz3DLLbfw5Zdfsnz58m4uzhGOcdylLiyNmE6Ur7JHH5Q6ZXwOthxkW8M6BARmZV0c1GEyTLncN+EpfmWXRbMLU1LYndq3OV+f7NyGUFuDZIqidKQ8CPJoLHMBCGq1Z1K3UBlmWwlRZMg73wCwbFosZPjWRHUrdSnk5iOOnwSiSNN/PwjJksxr5WyPYfRo1HFBWBocSXQ6GCKLsV2H62jNO4vGkVdiSxjuyWhOzE0g3qhF3yiPtpDiE7qVFkOJd6krJAiCl85ncJW7FG44ZSh6jYodFS2yfYDoIqr8B7KX3sqotyaT/cNdGBt20ShFc43jXozTb+53xjnCwNOvMHX69On89re/5a677mLKlCmhWlOEowl3qQtrkyfjM6JcorGtI+Pw/p73AZiQNJUUY/BBRUzFSu4s38NkqwOLIPH09gXYXNag9wcdZS5p2qnUiLIg+2jy8OmKlOl2nK4M70wkYfMGDOVVmPXw8bSejSp7yvgASOf/DICmDz5Acjr7vSaljd108tGh7+mKNFTuBhJKD/i8X60SOHV4Cqlm90VFGLM9AI1KxicqRKUu6ND5VAwugbNCaqyBK07IJYVGon58jOHvTmPoV78iYf/HqFxWrHEFLM64idm2RbRlTiOhv91uEY4IQQU+jz/+OO+911Gbv+yyy0hKSiIrK4stW7aEbHERjgKUjI/Tij4/Gyk2GoMDovbL3X0Wp4VPij8BYFb2z/p1qKQd/0YD3JtwOnG6RA63H+D1vU8Hv0On01PmkmbOos4q6yaOxo4uDxly4CNUloX1MMJXnwHww2iBOlWbx5agKxZ3xsfoYzK7NP001ImJOGtqaFu2rF/rkSSJ9tWrAIg6eWq/9nWkkPKHyj+U9Oxzc+qwFJItTQC4UtLCup5Gt8YnIVQZH+gwMhxknV0Kamsjv3W8xg+G33MDH6E3V+LQxlI/6mqKL/yUPZd8xyPN51BLPKcNjzTyHK0EFfi8+OKL5OTIQsolS5awZMkSvvrqK84991z+8Ic/hHSBEQY5uhhPfVuwt6CaKJefMvbKGp+vS76mxd5CiiGD8f0w1NM1lxJzWA5SGHMjt4x5AIDllV9S7w5YAkVY9QNCQz1SfALS5BM9gc/R5uHjjZTq/jCsDaPGp7kJYeUyAL6boEJC9Pj1dKXDxyem+506HfGX/Bzov8jZXlqKs6IStFpMg2g+V0AMkQOfnjI+AMPTosl3yee0KhiH8gBocGd8QprVUEpdtbvB7r9nzkCQsPstRrw3nbTtL2HAzmZpGL+1z2e64wW+zvsD37fmMP/dzRxqMKNRCUwtSD7SS44QJEEFPlVVVZ7A54svvuCyyy5j9uzZ3HXXXaxbty6kC4wwyFGpOspdliai3W3EQw9Y2NOwh9d3yh4Xs7IvRiUEP7sraddrCEi0Zp+OPW4IYxInMTphEqLkYknZJ0HtU/j8IwCkcy8ErdYTQB1trs2dUMofdd0dgEOF8O3XCA4H0rAR1GTLAU1rDyNKOnx8fGv/4t1doO2rViG2B/9B2PLF/wCIOvFEVCbfk+IHO1K+23Cxogxsvku4giAwUmUGYLcY3r+zya3xSQhVVxdATDrEZIIkQuXgqA4ILjuZK+8he+W9qB1tWJLGUDr731T/4nN2JpxBjVXg/k+28+evdnOwwUyUTs0tpxcSrQ/KDSbCICCowCchIYHDhw8D8PXXXzNr1ixATje7QmxIFuEowEvgnDj1FABGlklc/sklFDcVY9QYOS3jvKB3r3K0k+DWCdWNmee5/exs+UPz+4rPsLu9Tvym7BCqjeuQBAFxzkVIkkSdVS7PHdUan2Q58BF8jD4IzQEkVO4yl3juhV5jK5q6bSpKLiwu+UPal8YHQJefjzYzE1wuzJs3B7kkiebPPwcg7qIjO/m7XyQmIcXEIogiHDrY42aZdtlDbZNVh9URvvfbhnCUumBQCZw15hqG/O9ykna/jYRA1ZS7KL74f7Tmnklmgom//mI8Z7hHhhi1ai6fksO/5p7AmaPCW2aMEF6CCnx+/vOfc+WVV3LWWWdRX1/PueeeC8CmTZsoHKTzcSKEES+Bs3HESNqNKgwOGFGh4oycM3j17FeJ1SUEvfv4fR+idrRiixtKW/apntsnJU8n2ZBGm6OZn6q/DWifqv99AoB0wlRIz6TV0YxdlIOno7nU1SnjE45BoLt2IJQeQNLrkc6Y3XleVxcsTrPn525dXV6YTpAbI8zr1we1JMumzTgOHUIwmYhxX4QdlQiCp7Ort3KXsUkuY1bq4lhX2vNMvP7SFI5SFwweB2fRSd7ieUTVbMCli6X07P/Ic7a8WtMNWjW3zRrGk5eO519zp3DVyXlEGyKZnqOdoAKfp556iltuuYXRo0ezZMkSoqPlq7nKykp++9vfhnSBEY4CPBmfJgSVCsMp0wD4Cz/j6TOeZmzy2OD3LUkk7fwPAPWjr+30pqRWaZiVJQumF5d96P90ZZsV4esv5N1fKGtMlGxPvC4Jnfoo7tRIlgWXgtUKbf4Pe/UX1VfycFHp1DMhOoYYbTwAbT4CHyWQFFChVfV8To2TZcGrZX1wGYDmz+Q1xZ4166gtcykoAmehtAeBs8vl8WiqNcXzw766sK0lfBkfReB8ZDM+STv/g6luGy5dLMUXfUZbzuk+txMEgWFpMcQaQ1jyi3BECSp01Wq13Hnnnd1u//3vf9/vBUU4CvHK+ADknn8p5YtX4lq+Cul+qV8zowwNuzA0FSOq9TQO6+4KfnrWBXxY8iqlrXvZ27yNEfFFfe5TWLEUobUFKTVdzviAR9+TbDjKU9g6PVJcPEJzkzzpOyaEDs5Op2emmXiuPJMoRtdzxscpyi3qGlXvbzOmKbINgmXLFkS7HZXO/w9a0W6n5auvAYi76CK/HzdY6ejs6iHj09iA4HIhqVQ0GGLZcLARs92JSRfaLITTJdJilZ+/kGp8ADImyN+bDkJ7PUQlhXb/fqBtqyBt/RMAVJ54H/a4oQO+hghHjqD/W/bt28fSpUupqalBFMVO9y1cuLDfC4twFOF2b8bdZhs9YwaCXo/j8GFse/diGDEi6F3Hlcii1dbs0xF13TuDYrRxTE+fzbKKL1hS9rFfgY/KLWoW51wEallwrXR0JR3tgQ9AcqrceVVXgzQ0hKXnXdsRzGakuHgYK7tvR2vlwMqXuNkpyRmD3rI9ALoh+aiTknDV12Pdvh3TJP+7stqWL0dsbkaTmnrUzOfqDamvUpd7VAXJqaTHm6hotrK2pIGZI0Lr6dNkUcYRQVyoMx3GeEgaBvX7oGITDBv48mTGqoWonWba06bQOOKKAT9+hCNLUKWul19+mVGjRrFw4UI++OADPv74Y8/XJ598EuIlylx44YXk5uZiMBjIyMjg6quvpqKis0nb1q1bOeWUUzAYDOTk5LBo0aKwrCVCF7zEzQAqk4moaXK5q/XbwLQ3nZAkT+DTPKRncfTMzPMB2Fy/CpfYhxHe/n0IO7chqdVyN5ebOk/G5yjW97iRlEHBIR5bodood2xKE6fI3XzgKXX5Ejd7Mj5C79dXgiBgcpe7zOsC0/m0fCYLrWMvOF92rj7ayZNn2Ak1VeCjy02odQc+KalML5TbqVcfqA/5MhR9T6xBi0YdhnEMR1DgHFv6DXEHFyMJGsqnPxYZN3EcEtQz/sgjj/Doo49SVVXF5s2b2bRpk+dr48bwCNZOP/103n//ffbs2cOHH37I/v37+cUvfuG5v6WlhdmzZ5OXl8eGDRv461//ygMPPMA///nPsKwnghddSl2AR2Ta+t13Qe9W37gHffMBRLWe1twze9yuMHYU0do4zM429rXs6HWfSrZHmj4TEjtS7IrG56gvdYGc8SH0nV3CxrUASJM7/Jh6Ezc7RTlroFH1nTEwTXEHPgEInF1NTbQuWw5A3IVHf5kLgNg4pCR34HrQR9bHHfhIqWmcPFR+/W481ITDJXbfth80tMvPXWK4nImPlIOz6CJj9UMA1BbdgC0x+Gx0hKOXoAKfxsZGLr300lCvpVd+//vfc/LJJ5OXl8e0adO45557WL16tWdC/FtvvYXdbufVV19lzJgxXHHFFcyfP58nn3xyQNd5XOIlblaIPn0mqFTYdu7CXhbc3Cgl29OWdarPMpeCSlBTlCjrRLbUr+55h+Z2hO/k+VKKqFmh/ljK+CQrGZ8QBj7t7bBLHiwpTeoYANpb4OOQAgl85M4uy8aNSH5aYrT/9BM4HOiHFWIYMdyvxxwNeATOPhychWo5QCc1jcLUaBKjdFgcLraW+fZRChZlXEXIJrN3xVvgHI7uwx6IOfwdurbDOPXx1Ey8dcCOG2FwEZTG59JLL2Xx4sXcdNNNoV6PXzQ0NPDWW28xbdo0tFr5H3PVqlWceuqp6LyEkWeffTaPP/44jY2NJCT4bqe22WzYbB0eMC0tskeGw+HwBFXHA8rfGszfLGhj0ACipRGX8viYGAyTJmFdv57mJYsRzwjcXyXugBz4NOafi+jqvYQ1LuEEfqr+ls11q7k0/zqf26gWf4lgMSNl5+IaWwRe+1QyPonapLA+7/05z/4gupyoktyOsjXVfZ43fxE2rUMQXUiZ2YjJKZ5zF6XuMDDseiyHUzbh0wiaHtehnAfV0KGooqMR29po274dw+jRfa6p5YeVABinTet2PsN5nkN1TntCyMuHDWugpLjbsVTuYEjMzAbRxQl58Xyzs4Y1B+qYmN3zxQEEdi7qWiwAxBs1vT4u6POcPBKNSoPQXoujvhTisrttEo7znOg2VG0YdhkuQdvpPSCUhPp1F+73jWMFf89PUIFPYWEhCxYsYPXq1YwbN84TfCjMnz8/mN32yd13382zzz6L2Wzm5JNP5osvvvDcV1VVxZAhQzptn5aW5rmvp8Dnscce48EHH+x2++LFizEd5a2xwbBkyZKAH5PUuocZQHtdGd9/+aXn9vj0dFKBQ//9gLLExID2GWMpw9BcjEvQsL3JhHPzyl63TxDlq8aDbfvYtvErYlRdPgQkibwP3kID1E4oomnLj567HJKDFrdGxbyvlC/3BzcCIxCCOc/+YmquJhtwlB3kYB/nzV9SFn9GAtCcm02N1z5bXHJWqdlaR2mXY5U59gEgWu3d7lMo3dzxc1ZWFlF79rDxzTdpmjGj9wVJEkO+/x4tsF2twez1uvMmnOc5XMSqXKQDtm2bKPM+b5JEwR65lFsumrFtXkmeKABqftpXxdkx5b0OCvc+132xulzeb3tDDV/2cG69CeY8n6bPJt5Syqb/vUJl/Al9P6CfRNmqGV++AgmBLeJwzCH63/BFIOc6EI7G1/NAYjab+96IIAOff/7zn0RHR7N8+XKWL1/e6T5BEPwOfO655x4ef/zxXrfZtWsXI0eOBOAPf/gD1113HQcPHuTBBx9k7ty5fPHFF/1ql7733nu5/fbbPb+3tLSQk5PD7NmziY0NYSvwIMfhcLBkyRLOOuusboFsn1TnQvFjRKudnHdehwjZMX48B7/4AlNpKflDxkJcvN+7TNskDx9tyz6V7Mmz/XrMkPUfUdK2l8ZMgXHpnT84hR3b0FZVIen1xF/7W+K92rwrzIdgLRjURkZOnMWYrPDNQOrXefaDnRUtkJgD/3oFXVs7+RP6CCD8RPvciwBEnXVBp30m2Bvhp2ewSlZyik5G7dW63lingu1giorvcR2jMzueh8aKSur37GGIxULGeb07fdsPlHCouRlBp+PUm25EZTR2uj+c53lnRUtI99cVwZgEH3yAsb6h83mrqkBtsSJptWSc9TPQasl0irxevJ5mu4grewKFKb4dsqHzue6LrV/vgUMHGTd8COed07MOpj/nWcV3sKmUyekgntH9+Q71ec5Y+2cAWrNPI/Wkn/exdf8I5Fz7Q7jfN44VlIpNXwQV+JSUlATzsG7ccccdXHvttb1uM3Roh79CcnIyycnJDB8+nFGjRpGTk8Pq1auZOnUq6enpVFd3vlJXfk9P71m3odfr0ev13W7XarXH5QssqL87Wi6tCNYmtBoNymWnNj8f/ahR2HbtQr1uNdLZ5/u9y7hD8pVNy5A5qNT+vUzHJ59MSdtetjasY2ZW52OpvpJHGkgzz0IV3zn71GiXu2KSDemoNQPzvIfr9aVSayBNfr0L7W2obDYw9eya7Bd1NQiHSpFUKoRJJyB4PR+xejmTKiFhkSzEqjsyqy5BFtxqVboen0PvcxB90onUA9ZNm9FoNL1e0LSulYXWxsmT0PdygRKO8+zv6zFohsgWBEJTI6qWFkiQX6/C/mL3/QWoDHKgZ1DDxNwEVh2oZ93BZoanx/e420DOQ4tV1lklRhv8elxQ5zlnCmx6DXXlZtQ+HhvK8yw4rSQW/xeAhtHXhP05DNd7yPH6ueQv/p6bI9rHl5KSwsiRI3v90vVgZqZ4Byn6nKlTp7JixYpONb4lS5YwYsSIHstcEUKEIm522cFh6XRXzJlyN5bw4wq/d6cxV2Ns2ImEQGvOGX4/bnzSyQBsa1iLKHkJZK1WhB+WAiCe111rpOh7jgkPHwBTFFKU+8o/BC3tgruNneEjuxkiqlUaz+T1rgLnQLq6AFnXo1bjqq/HWdO7MLv9R7lUGT19ul/7PqowGpEysgAQDnZcZArFewGQCjoLuU8aIgdGa0tCN75CETeHrasLOgTOFZtBDG1XWlfiDnyOxtaMPTqH1uyZYT1WhMGP32Hv7bffzsMPP0xUVFSn0pAvQt1JtWbNGtatW8eMGTNISEhg//79LFiwgIKCAqZOlZ13r7zySh588EGuu+467r77brZv387TTz/NU089FdK1RPCBLhoENUguuaVd16GNipl1JnXPPouwfg1YLNClJOGL6DI5SLIkj8Vl9N/VtTB2NCZNNO3OVopbdjE8Th6VIaxeiWC1IKVnwOhx3R53LHn4eEhJhfY2hNoapNz8fu1KCXy8u7m8idHG0e5slU0MvZJLjgADH5XBgH7oEGz7irHu3Ik2zXcgKtnttLszPlHHYuADSAXDECrLYfsWmOAOEIr3yPcN61x6mpKfiEqAA3Xt1LRYSY019Pv4jeGYzN6V5BGgNYG9VTYzTAlfa3nSLlnUXD/qV6A6BvyeIvQLvzM+mzZt8mRTvH17un5tDnLCcm+YTCY++ugjzjzzTEaMGMF1111HUVERy5cv95Sp4uLiWLx4MSUlJUyePJk77riDhQsXcsMNN4R8PRG6IAg+W9oB9CNGoM3ORrDbEDas8Wt3MeVy4NOWdVpAy1CrNBQlyh4zW+o62tqF7xcDIJ0+G1/qz2PKw8eNMqU9FC3twmbZZE6adKLP+2N08QC0OrtkfJR2dsH/D0/9yFEA2Hbv7nEby5YtSGYz6sRE9P1wBR/MSCfI2UvVmp/cN0gIe+Vz0jXwiTNqGZkuZ+LWhmhoaWO45nR5o9Z0jK8I48BSbethTLVbkAQNjcMvD9txIhw9+J3xWbp0qc+fB4Jx48bx/fff97ldUVERP/zwwwCsKEI3jAlgrve4NysIgkDMmWfS8NprCCuXI82Y2ft+JJHocvk5bM0OLPABGJM4mdU137O3eZt8Q2sLwrpVAIhn+BZJHzNzurxR3Jv7a2LY2IBQV4skCEgjfLeYK14+bfaupS7/ZnV5Yxg1ipbPP8e6c1eP27S5y1xR06YhqI5N113pJNn5nN07oLEBXC6EpkYklRp8jCE5aUgiOytbWFfayPlFmf0+fmO4JrN3JWsSHPpJ9vOZ8MuwHCKqSr7gMqeMDyiDHOHY5dh814gw8Phwb1aIOUt2cRbW/AjO3n0zDPXb0VgbcGmjMaf5P7NJoTBW/nA+0LIbURIRVi5DcDiQ8gvAPQepK7XHmsYHOtyb+6nxEQ7ILelk5fRYpuwwMWzqdLtT9G9WlzeG0XLGx7qr58Cn/Sc5kFXGohyTJKciDRuBIEkI61YhuMtc5OaDvnspa2KurGPcXtHcbxdnlyh5ZnWFNeMDHaMrwujgHFUpl0Xb031nLCMcf0QCnwihweAWvdpau91lnDhRnhje2oKwbXOvu4lx63vaMqeBn9oQb7KjhqBT6bG42qk0H/aUuXrK9oiSiwabHBykHEMaHynFXerqb8anWA58pKHDetwkugf3Zqfk36wubwxu6wpHWRkuH62prqYmrNvkbF7U9GM48AGkk+VWdmH1j6AImwt9O1TnJ5mIN2mxO0V2VfavDbzF4vCYKYfNuVlBGV1RtQ1c4THn82R8IoFPBDeRwCdCaNC5Va32tm53CWo10tRT5J9XLut1N9Flsi9UoPoeBbVKw5AYWQNx+NCaDn3K6Wf53L7J1oBLcqIS1MTrjqE0uCfj07/AR9ivfOD2HPj0NLbC4c74+CtuBlDHx6PJzADA6kPnY960CSQJ3ZAhPYqfjxXEk2ThtrB+NcLO7UB3fY+CIAhMzIkHYNOhpn4dt8Fd5ooxaNCGY0CpNwn5oIuRO0Lri0O+e425Bn1LCRIC7WlTQr7/CEcnkcAnQmhQZmnZu0+UBpBmyIGM8NMPPc7mUdnbiKqWA5XW7FODXkpBnFwuUS3/HkGSkEaPgwzfuoc6m6zvSdSndDLfO9rxZHz6XepyfxgV+M40gJe4uUeNT2BZA8MouVxp81HusmzdCshZxGOe4SOREhIRzGaPTq2nwAdgQo5c7tp0uLHHbfxBmcwe9jIXyM0GaW7tWHXvA4aDwVQll7msiaMQ9eEzJo1wdBEJfCKEBiXjY+ue8QGQJk5B0usRaquhxPeVXVTlTwiSE1tsHo7YvKCXUuDW+WSvlnURYg/ZHoA6y7HX0QXI7eyA0NwEdlvv2/aEzQqHDgIgFXQX1Cr0lPFxSorGJ8DAx13usu7qnvGxbtkCgLGoKKB9HpWoVEhK1ke5WOglAJ3gzvgcqG2n2RJ82UiZzB52YbNC2hj5e/X2kO86qiqi74nQnUjgEyE0eEpdvjM+6A0eHxhh9Y8+N4lxd3MFW+ZSKIgdRVqjRG6ZBUmlQpp5Zo/b1tuOQQ8fgKhoJLe7b9BZn9ISeTBpXDwkpfS4WY+Bjzvjow6gnR16FjhLLheWLe6Mz4TxAe3zaEU6ucOnSMrKgaieXbgTo3TkJ5mQgC2Hm4I+pqejK9z6HgVP4LMz5Lv2BD4ZJ4V83xGOXiKBT4TQoHM7BfvQ+ChIJ8liTVUPgU9UpZzOb8vq33ypFEMGZ+yW/Z3M40ZBQs/aHSXjk2RI7dcxBx2C4Mn6BCtw9uh7Cob59D9SiNHGA766uuTMQcAZn1FuL5/9+xHtds/t9gMHENvbEUwm9IU9Z6COJaRJJyC5bfh7K3MphKLcpXj4JA5EqQsgVQl8QlvqUtmaMDTIwbM5LZLxidBBJPCJEBr6yvgA0snuLpxd22VvEi/U1kYMjfIHbXta/yY1C8ApO+XSQPGU3F63rTtWMz6AlCxnaYIVOAv73a3sBT0LmwFidHLGx+xs82R5wMvAMMDAR5ORgTouDpxObPv2eW63KGWusWMRNMeOHqtXTFFI42XnZmn4qD43n5gbD8Dmw01IPWjp+kJxbY4fqMBH0fi0lHXzAesPUdXrEZCwxQ3Faeo5Yxnh+CMS+EQIDfq+Mz4kpyIVDvd4k3hjqpbHIljjC/tvMnagmOQaC3Y1rBrm6nXTumPRvFAhub8ZH3crex+BT5SmYyK4xdUR+HpmdQVY6hIEAb2S9fEqd3kCn/HHR5lLQfy/OxCv+jXSBX1PFB+TGYtWLVDXZqes0dLn9r7wZHyiBqjUZYiDuBz555qe/ZsCJaLvidATkcAnQmjwI+MDXbxJvAjlm5TK7d2zqVBgl6PnFllJkrzEzcdexgf3cF6hKYiraFGEA0rg07OgFkAlqFEL8vwjJdiBwGd1eaOUu7wdnD36nvHHgbDZm6wcxGtv8GvOnV6jZkymnIELttylaHwGLOMDXjqf0JW7IoFPhJ6IBD4RQoMfGh8AUQl81q8GR8eHpPIm1e9avCgiLFsCwMrRApXmQ7Q7upsqAjTa6rC42lEJalKN/bf5H2xIcXLgQ1NT4A+uqkQwm2V9SU7fHXaKO7Nd7OggC7bUBd0Fzq62dk/Zy3A8dHT1A8XPZ2tZc+8b9sCATGbvSog7uwSHGWOtHCi3p0eEzRE6Ewl8IoQGPzM+nbxJ3C7OKkc7xjr5Da/fV2c7tyFUVyGZTJSNlYOZA62+B14ebj8AQLoxO6CxCkcN8fHy9+bAr/wVYTP5Q8EPPY1WJYvJHa4OMbJH3BxgqQvAMHYsIJe3zJs2Yd2+DSQJbWYm2tRjTIgeYkZnyC7qe6pag9L5dGh8BqjUBZCqePmEprPLWL8NQXLiMKXjiM4OyT4jHDtEAp8IoUHJ+PTg4+PB25vEXe4y1mxEkJzYo7NwxPTvTUr17dcASNNnkpskX0Xub/GtGyhrLwHkMRfHJO6Mj9DcFPBDO/Q9vZe5FJTAUXFrBi+NTxDGkPohQ4i76EIQRSrvvY/2NfLYgeOljb0/DE2JRqMSaLI4qG4N3MOpQ+MzkBkfOdClZqdcZu0nhgb5YseSPLbXjsQIxyeRwCdCaPCUuvrI+NDhTSKsXgmS1FGL72+Zy2ZFWCqXuaTZ53mMDPc3+w58ytvcgU/0sRn4SErGJ5hSl6eV3b+2cV+BT4fGJ7gP0LT77kOTkoK9tJT6l/8FHH/C5mDQaVQMTZEzsHuqfJd5e0KSBnBAqTdJBaDWyaXypoP93p2xXs4cWRP77oSLcPwRCXwihAbvWV19pNcVbxKhogwOHySqSu7oMqf3s439xxUI7W1IaelI4ydRECu/6e1v2ekz5a+Uuo71jA/NjX0+J10RSuRzwxD/Ah+dr4yPovEJYEipN+q4ONIffsi9M7lNPhL4+MeINHmEzJ6qwAaWttmcuET5tRJnHMBSl1oLKW6fopr+l7uUjI81cWS/9xXh2CMS+EQIDUrgI7nA2Ud63RSFVCRPZVb9tBxTjTyfq7/6HuGbL+QlzJ4DKhX5McNRCWqa7PWeCewKkiRR3l4KHMOBjzvjI9hsYA2gtdnlhBq5zV/KzvHrIR3i5o7Ax+X29OmPfipm5kzifu5u49ZqPW3uEXpnuBL4VAeW8Wm1up8ztYBeM8AfD0q5q7+dXZKIoVEJfCKvlwjdiQQ+EUKDEvhAQOUu9Y/fonLZcOoTsMX37hfTKzXVCBvlzJF41nkA6NUGcqKGAt11PnXWaqwuC2pBQ7rJvw/3ow6DEUkni44DKnfV1cqjKjQaSEz26yG+S13yz/0d/pp27z1Ez5xJ8o03otLr+7Wv44WR6bLA+UBtOw6X/5qZFqucpYs1aBEGWhvjETj3r7NL13IIldOCqNZji83v/7oiHHNEAp8IoUGlBq1J/tne91Wm4ucj7SnGZRfkbE8/3miFJV/Kk9iLJkJmlud273KXN4qwOdOUG5T49qhAECDeq9zlL9WytxGp6aDy7y1Cq1YCH+92dvd09iC6urxRx8SQ8+ILpNzyu37t53giLVZPnFGLU5TYX9tHw4EXSsYndiDLXAohmtmljKmwJgyHY/V/O0K/iAQ+EUKHvy3tABmZSPlDQZRoq9RjTp0Y/HElCdXi/wEgnj2n010FcW6Bc5eMT5lb35N1rJa5FJRyVwAZH6GqEgApzX9Tx966ugKd1RWh/wiC4KXz8b/c1eIWNscYjkDAoAQ+DfvBbg56N57AJ1LmitADkcAnQugIJPABT1t7W4UBa9LY4I+7fQtCeRmSwYh06hmd7lIyPiUtuxGljvEVZe6OrpxjtKNLQYqLl38IJONT4874pGX4/ZDe29kjgc+RYHh64DofT8bHcASes+g0MCaAJEJ9z47rfRERNkfoi0jgEyF06OQ32r7cmz1MkQXO7ZUGLAnBX52pPvsQAGnmLDCaOt2XZcpDrzJgcZmpaD/kuf2Y9/BRCMK92ZPxSfc/8NG5DQy9xc2Ofjg3R+g/I4PJ+FiPYMZHECDJrfOr39f7tr1gaIxkfCL0TiTwiRA6lIxPXyaGbvQpEmqdiMuuwnWgPLhj1tchrPgeAPGiX3S7W63SMCRWbpNVyl2iJHZ0dB3jGR9PqSsgjY8c+JAamlJXfzU+EYJjWFo0AlDTavOYEvaFUuo6IhkfgGR34FMXXMZH5WhH3yL7AFkTIhmfCL6JBD4RQkeApS5T006iMqwAqH76IahDCv/7BMHlQhpTBMNG+Nymq8C51lKJXbShVelIM2b5fMyxQse8Lv8DH8Etbg4k4+MJfNwjKyRJwiUp7eyRwOdIYNJpyEmUM6D+lruUUtcRyfgAJLl9o4LM+Ogb9wDgMKXiMiaFalURjjEigU+E0OFtYugHxvodxGTLgY/ww/cBm+zhcKD64mMAxIsv7XGzjsBHzvh0dHTloXJPFT9mCdS9WRS9ND7BZ3wU80KIlLqOJCPSAyt3edrZj0RXF3gFPsFlfCLC5gj+EAl8IoQOvaLx8S/jY6zbTnSGDfQ6WVeyJ7A2VmHlMoSGeqTEJKQZM3vcThldcaitGLvL1uHYfKyXuQDc4ma/53U11CE4nUgqNSSn+H2YboGP27wQIqWuI4nS2bW3xt/A5whnfLxLXUEMWDUqwuZImStCL0RMDiKEjgAyrlTwUwAAUntJREFUPoLTir6pGEEjwYknwg8rUS3/DnHkGL8Pp/rkvwCI5/8MtD1/uCYb0onVxtPiaOLVPU9Q5tb35BzrwmZACtTHp0rR96SC2v+3B6WcZXf7+HhrfY5Zn6RBhCSK4BVsKgxP1pMVo8Zhs2K1Wvvcj1p0kBWjJskg+LW9w+FAo9FgtVpxuVx9bt8npiyIzgNEVG2VuIz+GWgqCOY6rNE5tCVPQHL6p2sKB/6cu0AI+Xk+StFqtajV/c/SR96RIoSOADQ+hobdCJILpyEJ1xlzUP+wEmHZd3DD//lnZLhnF8KOrUhqNdKci3vdVBAERiVMZE3NUlZUfuW5/Zj38IEOA0M/S11CEMJm6J7xUfQ9KkF97JcTjyCSJCG2N4LDjK//mlytxAOnpwKw/8ABVH38b10yXM8FQ1NJ0rZRUlLi1/HT09M5fPhw6JyeT3kKRCeizYLkrAnooVUj5yFIIg5TGlJrYI8NJSWWupDuLyzn+SglPj6e9PT0fp2HSOATIXQEkPEx1su29JakMUgnTkUymhBqq2HXDhjdt6eP6t3XAZBOPwuS+r4q/M3IuxifdBIV7YeoMB/EoDZSlNTPafBHA25xs2C1gM0KekPv2wchbAbQutvZlcBH+a6NlLnCitjeiMppJjk1BYPRiOAj/NE0WXGJIpmJJoy6Pt7ya9uxu1xkJ5qI6mtbQBRF2traiI6ORuWny3efNKrB0YbdlIZLF+f3wwTRiaHFhoSALb4AyWcoODD0eZ4DJCzn+ShDkiTMZjM1NXJAm5ER2HuUN5HAJ0Lo0EXL3/3J+CiBT/JY0BuQpp2C8N03qJZ/i9hX4HOoFGHlMgDEK+b6tbQobQwzM8/3a9tjCpMJSatFcDjkrE8fgmXFwycQ80LoPp1d0fj0d05XhJ6RRBEcctATn5DY43Z6g4TF7kJS6zAYeh8YK2nsCIIak8GIQdd3pk4URex2OwaDIXQfyCYTtLejVok4DH0E6l6o7a3oNQKi2oBkMIZmLUFiCEPgE/LzfBRiNMrPa01NDampqUGXvY7fMxgh9CiBjx8+PsY6JeMjBznSaWcCyJ48Yu9DFVXvvYkgSYjTToX8of1Y8HGAIHgEzn61tCsZnwADn566uvozmT1CH4hOBMBg7P1DXqeW3+Ztzr61IaIoC4rVR/KTQSNnD1UuWx8bdkZwby+qI4Nsj2VMJtmiweFw9LFlz0QCnwihw1+Nj+jA4PbbUEZVSFNOQjJFIdTWwI6tPT+2ugrhW1mnI/7Sv2zPcY9S7vJD4OzR+ARc6lICH/nNqMO8MJLxCTe+ylve6DTuwMfR+wWFKEmI7k4qleoI6kg0cpZHCDjwcXtIqSPB9rFMKDROkcAnQujwlLp6z/gYGotRuWy4tDHYY3Pdj9UjnTITANV7b/T4WNUHbyO4XIgTJsOofsz3Oo6Q/PXykSSoqZZ/DFTc3GU6e8ecrsiH0JGmI+PTe+DjEjvax9VHUkDrzvgIoh0hgJZ2VSTwieAnkcAnQujwM+NjaJD9eixJo0HoeAmKv7wGSaVGtfpH2La5+wPLDyN8+SkAUiTb4z/+DiptbECw25BUKkhJDegQXUtdDk/gE8n4HGm07sDH7hQ9GR1feMpcgnBEO4dKD5UjZE1iy/Y9niyOPwju1540wMH2OWedyR/uuH1Ajxmhf0QCnwihQ+9fxkffLBsI2uKHdb4jOxfpvAsBUL/8XGcDM6cT9WMPINhsiOMnIU06DjqyQoW7pV3oK+OjCJuTUnr1RfJFTxqfiHnhkUejFlAJAhIS9l6yPi5J0fcc4XZpr6ArkHKX4JJfc4M54/P1119z2WWXkZ+fT3JyMkVFRdx5550cOnSo7wcDt956K5MnT0av1zNhwoRu9y9btoyLLrqIjIwMoqKimDBhAm+99VanbWbOnIngDm69v+bMmePZRpIkFi5cSEZGBkajkVmzZrFvX/CDYwcbkcAnQujws6tLpwQ+cd2FyeLV1yEZDAg7tyH8tMJzu+rNVxF270CKjkG8+0/+ef1EAEDyZHyaet3Oo+8JYFSFgq5LO7tS6orM6RocaP0odymlriOq7+mCv4GPIDoREJEAaRC+5sxmM5deeinz5s1j7NixvPLKKyxfvpy//vWvtLa2Mn78eD7++GO/9vXrX/+ayy+/3Od9P/30E0VFRXz44Yds3bqVefPmMXfuXL744gvPNh999BGVlZWer+3bt6NWq7n00o6xP4sWLeKZZ57hxRdfZM2aNURFRXH22WeH3JjxSBEJfCKEDm8fn15S6krGxx7nw0AwKRnp51cAoHr5OYRvv0L45guEt/8DgHjb3ZCaFtJlH/P4697sDnwC9fCBjoyP3dU58InM6RocdAice+7s8i51hRtRFFm0aBGFhYXo9Xpyc3N59NFHO21z4FAZs8//OcnxsZw0ZRJrVq/y3FdfX881V19F4ZA8kuNjOWHyZN755GsklRbJvf5zzjqTO39/G/ffew/Z6akMyc3m0Ycf6nSMKL2W/7z6Cldc+guS42MpGj2K/33+eadtduzYzsUXnE9qYjz5OVlcN+8a6uoCMyi85pprMJvN7N27l4ULF3LmmWcyZswYzj77bF566SUWL17MzTffzKpVq3rdz9NPP83vfvc7hg713c1633338fDDDzNt2jQKCgq49dZbOeecc/joo4882yQmJpKenu75WrJkCSaTyRP4SJLE3//+d/74xz9y0UUXUVRUxOuvv05FRQWffPJJj2ubOXMm8+fP56677vIc44EHHui0jSAIvPTSS5x//vmYTCZGjRrFqlWrKC4uZubMmURFRTFt2jT279/v34kNkkjgEyF0KIGPJIKzhysDSUTfLDvC+sr4AIiXXYUUG4dQdgj1Xx5E/ddHEEQR8azzkGbOCsfKj22UUldj74GPMpU9UNdm8KHxkSKBz5FAkiTMdme3L5dLwupw0WR2+LzfbHfSZnNidbiwO8Uet/H1ZbG7MNudSAEIke+9917+8pe/sGDBAnbu3Mnbb79NWlrnC5r7H3+O22++llVr1zNs2HCunXs1TqfsD2WzWpk4cRIffvIp6zZu5rprr+Lq+QtYs3l3p3289eYbREVFseyHH3nkz4/x2KOP8N2333ba5s+PPsLPf/EL1qzfyOxzzuHX186loaEBgKamJs47ezbjJ0zgh59W88nnX1BTXcPVv/ql33/rN998w6ZNm3j//feJjo7mgQceIC8vjxEjRvDOO+8QHR3NCSecwKOPPso999zj9379pbm5mcTEnn2eXnnlFa644gqiouT375KSEqqqqpg1q+O9Ni4ujpNOOqnPwOy1114jKiqKNWvWsGjRIh566CGWLFnSaZuHH36YuXPnsnnzZkaOHMmVV17JjTfeyL333sv69euRJIlbbrmlH39x30SUhxFChzaq42dbG2i7+4to26tQuaxIggZ7TLbv/URHIy78M8LXX0B9LUJ9LVJSCuItd4Rp4cc2/pa6QpHx6Vrqimh8BhaLw8WUR747Isfe+dDZmPww7mttbeXpp5/m2Wef5ZprrgGgoKCAGTNmdNruzpvmcsEZU7EkDef+hQuZMmE8+4uLGTFyJJlZWdx2e4eg+Jbrr+G7b77kv59/w/gzLvbcPnbcOO774wIACocN46UXnmfZ0u850+tD/aqr53LZ5XKW+cGHH+GF555l/bp1zD77bF564XnGj5/Agw8/4tn+xX++zPCCIezbu5dhw4f3+fe+/vrr3HbbbURFRfHGG2/w4osv8q9//Yvk5GTuuOMO2ttlacBVV13Fb3/7W9rb2z1BSH95//33WbduHS+99JLP+9euXcv27dt55ZVXPLdVVckXQF0D0bS0NM99PVFUVMSf/vQnAIYNG8azzz7Ld999x1lnneXZZt68eVx22WUA3H333UydOpUFCxZw9tlnA7KOad68eQH+pYERCXwihA6VSg5+HO1ugXP36d6Kvscemwu9ZAOkCZORJkwO10qPL/wsdQluK/j+ZHyckgNREnFFND4RemDXrl3YbDbOPPPMXrcrGjUMQXIhiC7S3cF4bW0tI0aOxOVy8dfH/8KHH/yXyooK7HYbNpsdQ0x8p32MHTuu0+/p6RnU1nae4TV2XMc2UVFRxMbGerbZtnUrK5YvIzWx834BDhw44Ffgs23bNu64Q75o+/zzz5k/fz7nny+7yC9atMgT8On1euLi4mhpaQlJ4LN06VLmzZvHyy+/zJgxvoc/v/LKK4wbN44TTwxNs0hRUVGn3zMyMjwjJnxtowRX47yeg7S0NKxWKy0tLcTGxoZkXV2JBD4RQotOCXx8C5z7KnNFCAPujI9gNoPdDroeul7cgZHUy/iDntB5tRA7RYen1KWOZHwGFKNWzfo/dg8oJAlK68xISIxIj/GInb2paLLS0G4jJdpAWpx/7seiKNLa0kpMbAxGrX/jA4x9OE0rqHUdRoZKe73odnV/6sm/8fyz/+DxJ/7GmLFjSXA1cMf9D2HvomHSdOlOFATBsw8Frabnbdra2jhvzvk8/Oifu60v3c9ZUU6n0/M32+32TkFNdHS05+fDhw9jt9tJTQ3MSsIXy5cv54ILLuCpp55i7lzf1h/t7e28++67PPRQZ91Terp84VNdXd1pHlZ1dbXPTjJvtP6cb69tlOfV121dHxdKIhqfCKGlDy8ffUvPHV0RwkR0DJIy06ancpckQXOz/HOc/4MhFbxHU9hFW6Sr6wghCAImnabbV5ReQ6xRi0GrRt3DNnqNCoNWTbRB7fP+nr6MOnl7f71/hg0bhtFo5Lvvei/JKd1ZKrG7l8/qn35izgUX8Msrf0VR0XgKctLZe+AQkhDaj7QJEyeya+dO8vLzKSgs7PTlb1amsLCQbdu2ATBjxgxefvllysvLsVgsLFq0CIBDhw4xd+5cbrvttqDnTyksW7aMOXPm8Pjjj3PDDTf0uN1///tfbDYbV111VafbhwwZQnp6eqfnp6WlhTVr1jB16tR+rW2wEAl8IoQWj5dPq++7m5TAx0dHV4Tw4M+8rvY2BNF9tRwbeOCjVmlQCfIbtkO0R7q6BiF6d2eXtYeW9oFqZzcYDNx9993cddddvP766+zfv5/Vq1d30plAR+Djy8SwoLCQ77/7jtWrfmL3rp3c9Ic/UV3XACGeyH7jTTfT0NjAtVdfxYb16ziwfz9LFi/mxuuvw+Xqe/YZwM9+9jOef/55AG655RYKCgrIzs4mISHB0501ZcoUZs2axcKFC3vdV3FxMZs3b6aqqgqLxcLmzZvZvHkzdrt8jpYuXcqcOXOYP38+l1xyCVVVVVRVVXnE2t688sorXHzxxSQlJXW6XRAEbrvtNh555BE+++wztm3bxty5c8nMzOTiiy/2628e7ERKXRFCSx9eProWReMTyfgMKHHx0FCP0NyEz94bdyZIMppAF9yQR62gxSa55MBHkrtvIrO6Bg96rQqsPXv5eAwMB6CdfcGCBWg0GhYuXEhFRQUZGRncdNNNnbaR1PJrRw58Opdn7773PkpLSrjo/DmYTEZu+OVFXHz2TBpsob2Wz8jM5Luly1lw/31cOOc8bDYbubl5zJo92+8p6VdffTV///vfWbBgAQ8//DCffvopjY2NqNVqYmNjufnmm8nIyPArY3bDDTewfPlyz+8TJ04E5E6s/Px8XnvtNcxmM4899hiPPfaYZ7vTTjuNZcuWeX7fs2cPK1euZPHixT6Pc9ddd9He3s4NN9xAU1MTM2bM4Ouvv8ZgMPj1Nw92Iu9KEUJLL6UuwWVH13oYiGR8BhopPkG+Fu5J4NyPMpeCVqXDJlpxiHZPd1dkVtfgQa+RM3I9efm4xIFzblapVNx///3cf//93e7Lz89HkiRsrfXQegjBZSc+Pp52W8c07sTERN774EN5vfY29C0liGo91oQOsfHXS7qX0pTHKHjvU6GiprNHT+GwYbzz/n97/Ft8HccbjUbDp59+yjnnnMP69eu56667mD59OjqdjsOHD/Pyyy+zfPlyli5d2mcw9f333/e6zX/+8x/+85//9LoPgBEjRvRqPyAIAg899FA3/U9veAdWCl19f7oeU3muvZk5c2ZA1gjBECl1RQgtvQQ+utZDCJKISxuF0xQxIRxQlPKVEuB0QWhpcm8XH/QhOgaV2nGK7oxPZFbXoEEpdfU0tkIcwMDHH5SZW4LYu3vzkZrRFQj5+fmsW7eOE088kWuvvRaDwYBOp2P06NEcOHCAV155xe8MUoT+E3lXihBadDHyd1t3jU9HK/uQyMiJgSbG3Rba5lt75Sl19TPjA2AX7Z5ZXdpB/GF0vKF0cjlECUmSupVWlFKXapD8byozt1SiE0GSPI7MXRGOkqnsMTExPPjggzz44IPU19djsVhIT09Ho4l8DA80kTMeIbT0kvGJtLIfQaJk7ZXQ1taDxsedCQpC2KzgMTF0eYmbIxqfQYNGLSAglxucooRW3RFISJI0oKUuf5BUaiRBhSCJCC47ksa39kwJfMRBHvh401VQHGFgieTWIoSWXgOfSEfXkUKKcWfi2n1nfASlzV3p/gqCDvdmW6SraxCiEgQ07qyP09W53CV6aSoGQtzsLx3lru6dXQqC+7U2mEtdEQYXkcAnQmjxHlTa9S7PcNJIxmfAiXYHPm3dnxcAWuSMj9SPjI/3hHZHJPAZlHjKXa7OeT8l2yMIwqCazq5kcXy1tCuojpJSV4TBQyTwiRBaPO3s3T9gOzI+kcBnwHGXunrU+LQoXV3xQR/Ce16XS9H4RJybBxVKecveJeOj/DqYsj0AkloOpnsKfARJRHBbJ0QCnwj+Egl8IoQWvW8fH5W9Fa2lFoiUuo4I7oyP0EPgE8pSl90r46OOZHwGFR0Zny6BjzS49D0KHQJn351dgstd5hLUIXdtjnDsEnmlRAgtPWh8dC2lADgMyYi68Ayei9AzUnRfGZ8m+XsoxM1eXV2RUtfgQsn4OLuUugZbK7uCR+PTU8bHHRBF9D0RAiES+EQILT2UunRt5QA4YrIHekURoG+Nj7urSwpRqcszqytS6hpUKBmf7qUupZV9wJfUK1IfGp+jsaMrwpEnEvhECC1KxsfW+QNW21YBgCPKv4nGEUKMkvExt0PXqccuF7S2yD/3I/BRJrQ7I7O6Bi3aHrq6BlOpq7S0FEEQ2LJlM6JKiwQISAhuU0xvVC53xkcd3JiVUHDOWWfyhztuP2LHjxA4kcAnQmjpYVaXtr0SAEd05kCvKAJAlFvjI0ly8ONNWxuCEgyFoNRl957VFQl8BhVKqcvhkjqNBRhsHj4eBKHXcpfgtAIgao6OGVJff/01l112Gfn5+SQnJ1NUVMSdd97JoUOH/Hr8rbfeyuTJk9Hr9UyYMKHb/cuWLeOiiy4iIyODqKgoJkyYwFtvvdVpG4fDwUMPPURBQQEGg4Hx48fz9ddfd9vXc889R35+PgaDgZNOOom1a9cG9TcPRiKBT4TQ0oPGxxP4REUCnyOCToekd18Vd9X5uPU9UlQ09MNF1ntkhWdWV6TUNahQfHxEL8NCGLwaH/ASOLu6C5xV7sBHUg/uwMdsNnPppZcyb948xo4dyyuvvMLy5cv561//SmtrK+PHj+fjjz/2a1+//vWvufzyy33e99NPP1FUVMSHH37I1q1bmTdvHnPnzuWLL77wbPPHP/6Rl156iX/84x/s3LmTm266iZ/97Gds2rTJs817773H7bffzp/+9Cc2btzI+PHjOfvss6mpqenfiRgkRAKfCKHFW+PjdUWpbVdKXelHYlURoEPn09ol8AlBRxd01fg43bdFAp8BRZLki44evlQOM1qXFcFhxmFp89wu2tsRHGZUTnOvj/f55XA/JoDBkqIosmjRIgoLC9Hr9eTm5vLoo4922qa0pIRzZ88iJq+I8bMuZ83qVZ776uvrufaqX5I9+SxMBdOYfOJJvP/eu50ef85ZZ3Ln72/j/nvvITs9lSG52Tz6cOehm1F6Lf959RWuuPQXJMfHUjR6FP/7/PNO2+zYsZ2LLzif1MR48nOyuG7eNdTVdR5k2hfXXHMNZrOZvXv3snDhQs4880zGjBnD2WefzUsvvcTixYu5+eabWbVqVa/7efrpp/nd737H0KG+LUHuu+8+Hn74YaZNm0ZBQQG33nor55xzDh999JFnmzfeeIP77ruP8847j6FDh3LzzTdz3nnn8be//c2zzZNPPsn111/PvHnzGD16NC+++CImk4lXX321x7Vde+21XHzxxTzxxBNkZGSQlJTE7373OxyOjkGw+fn5PPLII8ydO5fo6Gjy8vL47LPPqK2t5aKLLiI6OpqioiLWr1/v76kNioiffITQomR8kOQ3RPfvkYzPICAqGurrENo7j60QQjCuAkDrZWDo9ExnjwQ+A4rDjOmJ3F43GeXjtiz3V6CogHjll/sqvP7/e+fee+/l5Zdf5qmnnmLGjBlUVlaye/fuTts8uHAhf/7L44zITuSBBx7k6t/8lq27i9FoNNisViaNH8d9v7mE6PgkPv1xB7+Zdy1Dhw5lygknevbx1ptv8H+33sayH35kzZrV3Pib6zh56jTOnDXLs82fH32ER/78GI8+9hdeeP45fn3tXHbt209iYiJNTU2cd/Zsrp33ax7/6xNYrBYW3HcfV//ql3z1zRK//tZvvvmGTZs2sWXLFkwmEw888AD//ve/MRgMPPDAA1x//fW0tbXx6KOPcs8997B8+XK/9usvzc3NjBrV8azbbDYMhs4ZMqPRyMqVKwGw2+1s2LCBe++913O/SqVi1qxZfQZmS5cuJSMjg6VLl1JcXMzll1/OhAkTuP766z3bPPXUU/z5z39mwYIFPPXUU1x99dVMmzaNX//61/z1r3/l7rvvZu7cuezYsaPbPLlQEcn4RAgtWhPgfrEq5S7Rhba9Sr4povE5cng6u3oodYUy4xPR+ETogdbWVp5++mkWLVrENddcQ0FBATNmzOA3v/lNp+1u/f3vOee88ygcMYoH77yJg4fL2V9cDEBmVhZ3/O43TBg7gvyCYdz8u1s4a/bZfPjBB532MXbcOO774wIKhw3jV1ddzaTJk1m29PtO21x19Vwuu/wKCgoLefDhR2hra2P9unUAvPTC84wfP4EHH36EESNHMmHCRF7858usWLaMfXv3+vX3vv7669x2221ERUXx5ptv8uKLL/Lcc8/x2muv8eyzz9LeLr9PXnXVVaxevdrzeyh4//33WbduHfPmzfPcdvbZZ/Pkk0+yb98+RFFkyZIlfPTRR1RWyhendXV1uFwu0tLSOu0rLS2NqqqqXo+XkJDAs88+y8iRIzn//POZM2cO3333XadtzjvvPG688UaGDRvGwoULaWlp4YQTTuDSSy9l+PDh3H333ezatYvq6uoQnYXuRDI+EUKLSiVf9dnb3C3tqdBWgyC5kAQ1TmPqkV7hcYsUHS2HpF1b2j2lrv5mfOQgx+6KaHyOGFoT5jt9C2VNOvntvqLJQn27ndQYPWmx8pX//to2zHYXeYkmYo3+P2eiKNLS2kpsTAwqrcmvx+zatQubzcaZZ57Z63Zjx40DZI1PRmoyALW1tYwYORKXy8VfH/8rH3zyBeVVddgdDmw2GyZT5zWMHTuu0+/p6RnU1nbWqSjHAYiKiiI2NtazzbatW1mxfBmpifHd1nfgwAGGDR/e59+7bds27rjjDgA+//xz5s+fz/nnnw/AokWLmDFjBgB6vZ64uDhaWlqIivIvc9YbS5cuZd68ebz88suMGTPGc/vTTz/N9ddfz8iRIxEEgYKCAubNm9drGctfxowZg1qt9vyekZHBtm3bOm1TVFTk+VkJrsZ5PQfKbTU1NaSnh0caEQl8IoQeQ5wc9LTXQ+JQaHF7+JjSQKXu48ERwkaU74yPp9QVwoyPS1QyPpG3mAFFEHouN7kDH41BjWS3YlfpQCcHCk61iKR1oTZEe7bzC1EErUs+pp9lCaPR6Nd2Gq0cgEkqnafkIbnk19VTT/6Nf/zzP/z9gTsYMeU0DHEp3HXnHdjtdp/7UBAEAbGLnYNW0/M2bW1tnDfnfB5+9M/d1pee4Z81h9Pp9PzNdru9U1ATrdhMAIcPH8Zut5Oa2v+Lw+XLl3PBBRfw1FNPMXfu3E73paSk8Mknn2C1WqmvryczM5N77rnHoxtKTk5GrVZ3y7hUV1f3GYho/TnfXtsoz6uv27o+LpRESl0RQk9Sofy91l2zby4DIh4+Rxz3hHahvUvGRyl1xcb3a/edprMrs7oijrqDDl9jKzoMDMPf1TVs2DCMRmO3EkhPSKqOcRSKl8/qn37kwtmncdUlcxg78QSGDB1K8b59IV/rhIkT2bVzJ3n5+RQUFnb68jcrU1hY6Ml6zJgxg5dffpny8nIsFguLFi0C4NChQ8ydO5fbbrutU8YkGJYtW8acOXN4/PHHueGGG3rczmAwkJWVhdPp5MMPP+Siiy4CQKfTMXny5E7PjyiKfPfdd0ydOrVfaxssRAKfCKEndbT8vWaX/F3J+EQCnyNLT2MrQlTq0nl8fGy4JBcAaiGS8RlseHv5KAykgaHBYODuu+/mrrvu4vXXX2f//v2sXr2aV155pcfHeJyZ3SXUwqFD+HbFGlau386uPfv4v9/dTE1N6DUhN950Mw2NDVx79VVsWL+OA/v3s2TxYm68/jpcLpdf+/jZz37G888/D8Att9xCQUEB2dnZJCQkeLIsU6ZMYdasWSxcuLDXfRUXF7N582aqqqqwWCxs3ryZzZs3ezJdS5cuZc6cOcyfP59LLvn/9u48Lupqb+D4Z2DYFwERARcWMcwFcSnTzOjRxNzzPmq5gqbp1crEMFNRMzWX1DZLyUq9Pje7daubuZG7NzRTQVPEBckVNTd2Bpjz/IGMjCyOOmzxfb9evHTmd35nzu/LwHw55/zO+RspKSmkpKRw/fp1Qx379u3j3//+N0lJSezevZtu3bqh1+uJjIw0lJk4cSLR0dGsWrWKhIQExo4dS0ZGhtFcoepMfisJ8/O4fQfBlWMF/966nfjIxOZKpRxKvp3dfENdBXd1ZeVlFHlOenyqmqI9PkoplMKwmKFlBf0pPH36dLRaLVFRUVy8eBEvLy/GjBlTanm9tmCoyDK3oLfyrYhXOXvyKM8NGoudgwMjRr5Ez969Sb2VatZ2enl7s3X7TqZPfYvePbqTk5NDw4Y+dOnaFQsL04I1dOhQli5dyvTp05k9ezY//PADN27cwNLSEmdnZ8aOHYuXl5dJdzCNHj3a6K6vVq1aAXDmzBl8fX1ZtWoVmZmZzJs3j3nz5hnKPf300+zYsQOA7Oxspk2bRlJSEo6OjnTv3p01a9bg4uJiKD9w4ECuXr1KVFQUKSkpBAcHs2nTpmITnqurapf45OTk0K5dO+Lj4zl06JDR6pWHDx9m3Lhx7N+/nzp16vDKK68YZbGighT2+BQOdUmPT9VQ2OOTUcpdXQ99O3tBkpNZJPGROT5Vj1WRRQz1SqG73fOjQVMhQ11QcHv01KlTmTp1arFjvr6+KKXI1N3ZosKprj/qwkEUkJ2fS21nO77/fDG5tu7kOpb8e2VTTPGhtHXffGv0OCMnt1iZi1eM1+gJaNyYf379r1KvpaTXKUqr1fLDDz/QrVs3fvvtNyIjI3nyySextrbm3LlzREdHs3PnTrZv337PZGrbtm1llvnyyy/58ssvy6zj6aef5tixY2WWgYLeqfHjx9+zXNHXvtvSpUuNHicnJxcro+5a/6nw+1+eqt1QV2RkJN7exXsOUlNT6dq1Kz4+Phw4cICFCxcyc+ZMVqxYUQmtrOHqBBb8m3YJMq8XSXykx6dS3b6dXVPsri7zTm4u2uMjd3VVPRYWGsOQVm6+4kZGwTCJk6223NZNeVh6rQ35Vg5oAG32dSzyswBQ1WSrCl9fX/bv38/jjz9OWFgYtra2WFtb07RpU5KSkli5cqXJPUji4VWrP8c2btzIli1b+Pbbb9m4caPRsbVr16LT6fj888+xtramWbNmxMXFsXjx4jIneIlyYOsMtRrArXMFvT63pMenSihpjk9+HprCx2ZKfDLzCxIfS03V/SCt6awsLcjX56PL03MzsyDxcXOo2sOSeba1sczNwDL7OprbS3BWlz26AJycnJg1axazZs3i2rVrZGVl4enpifYhtokRD6bapJiXL19m1KhRrFmzpthaDQCxsbF06tQJa+s7P7yhoaEkJiZy48aNimyqgDvzfFKOQHrBoleldUmLimGY41O0xye1YE6E0mjuLHD4gAonN+tvT2yWxQurrsLhrj/Tc8jTK6wsLXCyrdofwPnWzugttFiovIJ1waj6e3SVpnbt2tSvX1+SnkpSLaKulCIsLIwxY8bQtm3bEscJU1JS8PPzM3qucCJWSkoKrq6uJdadk5NDTs6dze9Sb38Q5ObmGu0x8ldXeK3mumYL90AsT25Bf2orFkqP3sIKnbUr5Ofd++RKVp7fd3PH+W76suJb+AdDRtqdcjeuFfzr5Iwe9VDfH0uMb8O10liV3R7KLw7lGed7XVNFUfl5hp4PTJgSUXRdFKvbQ13pOQXX4mpvdXui8/3NrSgsr5Qy/7orxZqiId/GDYusgsUFlaUNCo1J117RzB2Lco1zNaPXF0zKz83NLXbrv6k/75Wa+Lz55pvMnz+/zDIJCQls2bKFtLQ0o71DzGXevHnMmjWr2PNbtmwpsWfpry4mxrT9Z+6l/nUdbQD96R1YAFnaWiTH/2KWustbclz5v4a54nw/LDIyCAA0mZkkH9gJlpbYJSXRAMi1sSY5bs9D1X9Tf9P4iXz9Pess71hXRpwrilarxdPTk9zsTMP6NmXRZd35/925mzY/h9TU4rufmyrt7o1vy0mussGZgk1x8tCiy0q/1ymVomiszami4lyV6XQ6srKy2LVrF3l5xm/kzMxMk+qo1MQnIiKCsLCwMsv4+/uzbds2YmNjsbGxMTrWtm1bBg8ezKpVq/D09CxxpUmgzNUmp0yZwsSJEw2PU1NTadCgAV27dsXZ2fk+r6j6ys3NJSYmhmeffbbY6psPJKU+rFyOVl/wy1S5+uEb3PHh660ATb3L7/tu9jjf5djFMm7nzcsDZgPg2zgYnGuhSb89LOXh+dDfn1u6G/DLIsNjW2uHe9ZZXrEuzziXGeMKpPJ0aDKvYWVrj7XNvYd8bK3uzGzIz8zl1u1PZycbLW4uD/ZHnlKKtLQ0nJyczD6fKzu35J6NfP0ttLpUsHHC2s6xxDKVrWiszaE841zdZGdnY2dnR6dOnYpttlo4YnMvlZr41KlThzp16tyz3AcffMA777xjeHzx4kVCQ0NZt24d7dq1A6B9+/ZMnTqV3Nxcwy+6mJgYAgMDSx3mgoL9Ue5OqKBgCe3y+GCq6sx23Z5NQWMBquCXV56jNxaW1WJktUK+7+X1/iozxpZalK0dmuwsLLKywLU2msK/IGu5PvT3x+auvZq0Flb3rLO8Y10eca4q72Ol9AVDPWDYF7gsRe8astbe+b+bo/UD31FUOOyi0WjMf1eSpuTEJ9exPnrdLfJtXE267spg7liUa5yrGQsLCzQaTYk/26b+rFeLCDZs2JDmzZsbvh65vTFc4QqYAIMGDcLa2pqRI0dy9OhR1q1bx/vvv2/UmyMqkJUduN6ZcyV3dFURhju7bg8R3F7D52FXbYY7k5sLyeKFVZeN1hINmtuTmqvXH3jKwpI8W7eCCflCPICq8aeLGdSqVYstW7Ywbtw42rRpg7u7O1FRUXIre2XyeBSunwZkDZ8qw9EJ/ryKJj0NBWgKt6t4yMUL4fbt62hQFK4C/Jf59fKXY621oJGHA1qLilu0UIiqolr+ZiptZcegoCB2795dCS0SJfJoCsfXA6CT7SqqBoe71vK5vXjhw25QCgXd8FYW1uhuz+uSHp+qzf5+dmGvQMnJyfj5+fHLr/tp2TK4sptzT92e7UyLoJYsfG9xZTdFmKhaDHWJaqpwLR9kqKuqULd3aCfj7qEuF7PUXzTZ0coGpUIY2bRpEwMGDMDX1xd3d3eCgoKYNGkSZ8+eNen81157jTZt2mBjY2O0XVOhxMREnnnmGerWrYutrS3+/v5MmzbN6Dbvo0eP8re//Q1fX180Gk2xbSUKffzxx/j6+mJra0u7du349ddfH+SSqyRJfET5KdyzC0l8qgxH441KNZcLFpfEzc0s1RslPrKAoRBAwW3W/fv3Jzw8nObNm7Ny5Up27tzJwoULSUtLo2XLlnz33Xcm1TVixAgGDhxY4jErKyuGDRvGli1bSExMZOnSpURHRzNjxgyjtvj7+/Puu++WesfzunXrmDhxIjNmzODgwYO0bNmS0NBQrly5cv8XXwVJ4iPKT+0A8AqGBk+Qb1u7slsjwDDUpUlPg6wsOPcHAKrRI2apXhKfyqWUIisvq8SvzNzMcvkqrPt+Fj/U6/UsWLCAgIAAbGxsaNiwIXPmzDEqk3zmDM917YK7izPt2rZm395Yw7Fr164xfOgQAvx8cHdx5rHWwXy97iuj87s925lJr09g6pQ3qe/pgV/D+syZ/bZRGQcbK778fCUv9P9f3F2cCWr6KD/9+KNRmaNHf6dvr554uLng26AeI8OH8+efxhuZ3svw4cPJzMzkxIkTREVF0blzZ5o1a0ZoaCjLly9ny5YtjB07ltjY2DLref/99xk3bhz+/v4lHvf39yc8PJyWLVvi4+ND7969GTx4sNEUkMcee4yFCxfywgsvlHhHM8DixYsZNWoU4eHhNG3alE8//RR7e3s+//zzUtsWFhZG3759WbRoEV5eXtSuXZtx48YZ9Tb5+vryzjvvMGzYMBwdHfHx8eE///kPV69epU+fPjg6OhIUFMRvv/1WZhwelvRFi/JjqYXROwr+f6FqrH1S4zkWGeo6fQKNXo+qXQdqu5uleuOhLkl8Klp2fjYh/+pQKa+9b9A+7K1MWw9oypQpREdHs2TJEjp27MilS5c4fvy4UZlZUVHMfXc+jQICmDUjirBhQzly7DharZac7GxatWrNxEmTcHZyZtPGDbwUHoa/vz9tH3vcUMfaf6zhldcmsGP3f9m3by8vvzSSJ9p3oHOXLoYyc+e8wztz5zFn3rt8suxjRoQNI+Hkadzc3Lh58ybdQ7sSFj6C+QsXkZWdxfS33mLo4BfZuNm0xTE3b97MoUOHiI+Px97enpkzZ/LFF19ga2vLzJkzGTVqFOnp6cyZM4c333yTnTt3mlSvKU6dOsWmTZvo16+fyefodDoOHDhgtGCwhYUFXbp0uWditn37dry8vNi+fTunTp1i4MCBBAcHM2rUKEOZJUuWMHfuXKZPn86SJUsYOnQoHTp0YMSIESxcuJDJkyczbNgwjh49Wm5rFkmPjyhfGk3Bl6gSVJGNSjUnCj5o1COBZqu/aOJjJT0+ogRpaWm8//77LFiwgOHDh9OoUSM6duzISy+9ZFTutddfp1v37jR+5BGmRkVx9o8/OH3qFADe9eoxYeJEWrYMxs/fn7HjxvNs11C+/eYbozqat2jBW9OmE9C4MYOHDKV1mzbs2L7NqMyQocMYMPCFggRr9jukp6fz2/79ACz/ZBktWwYza/Y7BDZpQnBwKz5dEc2uHTs4eeKESde7evVqJkyYgIODA//4xz/49NNP+fjjj1m1ahUfffQRGRkFm/oOGTKEvXv3Gh4/jA4dOmBra0vjxo156qmnePvtt+990m1//vkn+fn5hi2fCtWtW5eUlJQyz3V1deWjjz6iSZMm9OzZkx49erB161ajMt27d+fll1+mcePGREVFkZqaymOPPUb//v155JFHmDx5MgkJCcUWJDYn6fERoiZxvLNRqeZEAgDqkUfLOOH+yFBX5bK1tGVH/5K3hrGzsizx+Yeh1+sNKwrbae1MOichIYGcnBw6d+5cZrnmLVoY/u/pWTBH8OrVqwQ2aUJ+fj4L57/Lt9/8i0sXL6LT6cjJySm2zVDz5i2MHnt6enH1qvE8laKv4+DggLOzs6HMkcOH2bVzBx5uLsXal5SURONH7j1EfOTIESIiIgD48ccfefXVV+nZsycACxYsoGPHgtXNbWxsqFWrFqmpqTg4ONyz3rKsW7eOtLQ04uPjeeONN1i0aBGRkZEPVacpmjVrZrR/lpeXF0eOHDEqExQUZPh/YXLVosj3oPC5K1eulLnrwsOQxEeImuR24qNJT4NLFwqeM2PiYy1DXZVKo9GUmoDYW5n/171erydPm4e9lb3JwxJ2dqYlSNoiq/AW1l24gvGSxe+x7KMPmb/oPZo1b46DvQORkyLQ6XSl1lFYz92bfFppSy+Tnp5O9x49mT1nbrH2eXqZdsNGXl6e4Zp1Op1RUuPoeGfLjXPnzqHT6fDw8DCp3rI0aNAAgKZNm5Kfn8/o0aOJiIgotqlnSdzd3bG0tCxxC6h7JSJ3r5xcYrxL+L6W9Fx5bsYqQ11C1CSFPT5Xr9yZ2GzOoS5L6fERZWvcuDF2dnbFhkDux95ffqFHr168OGgwQUEt8fP359TJk2ZsZYHgVq1IOHYMH19fGgUEGH2Z2isTEBBg6PXo2LEj0dHRXLhwgaysLBYsWADA2bNnGTZsGBMmTDApObkfer2e3NxckxMJa2tr2rRpY/T90ev1bN26lfbt25u1bZVFEh8hapDCOT6aKylolELV8QBX891xJ3N8xL3Y2toyefJkIiMjWb16NadPn2bv3r2sXLnS5DoaBQSwbetW9sb+wvGEBF4ZN5YrV8w/J+TlMWO5fuM6YUOHcOC3/SSdPk3Mli28PGok+fn5JtXx/PPPs2zZMgDGjx9v2GrJ1dXVcHdW27Zt6dKlC1FRUWXWderUKeLi4khJSSErK4u4uDji4uIMPV1r167l66+/JiEhgaSkJL7++mumTJnCwIEDDb0qOp3O6LwLFy4QFxfHqdvzpwAmTpxIdHQ0q1atIiEhgbFjx5KRkUF4ePh9x7AqkqEuIWoSByejh6pxE7NWXzTxsZShLlGK6dOno9VqiYqK4uLFi3h5eTFmzBiTz5885S2Sz5yhT88e2NnbM2LkS/Ts3ZvUW+a9e9TL25ut23cyfepb9O7RnZycHBo29KFL164mbxY6dOhQli5dyvTp05k9ezY//PADN27cwNLSEmdnZ8aOHYuXl5dJQ4WjR482uuurVatWAJw5cwZfX1+0Wi3z58/nxIkTKKXw8fFh/PjxvP7664ZzLl68aDgPYNGiRSxatIinn36aHTt2ADBw4ECuXr1KVFQUKSkpBAcHs2nTpmITnqsrjbqfxRdqgNTUVGrVqsWtW7dwdnau7OZUmNzcXDZs2ED37t3LZcfsI+dvmb3O8tKi/sPvW1WaSo9z6i20/UIND/PDRqOGjDDb6396bC67Lm0AoJ9fOP/rP7LM8uUV6/KMc1V5L6s8HSrtCg19fLCxtb1n+fLYokKv15Oamoqzs7PZdw3P1OWZtb6KdHesk5OT6datG35+fkRGRvLkk09ibW3NuXPniI6OZufOnWzfvr3UGJZnnKub7Oxszpw5g5+fH7Z3ve9N/fyu2REUoqa5e17CI+XX4yN7dQlRwNfXl/379/P4448TFhaGra0t1tbWNG3alKSkJFauXFnjE5qKJENdQtQkllqUvT2azEzA/ENd1rJXlxAlcnJyYtasWcyaNYtr166RlZWFp6cnWq38nFQ0ibgQNY2jM2RmourUBVfz7NFVyHgdH+nxEaIktWvLFj6VSfrWhKhpbt/ZpQLN29sDdyc+8neVEKLqkcRHiJrm9lo+5lyxuZDM8RFCVHWS+AhRw+g7PIVydUN1DDF73VYyx0cIUcXJbyYhahj1v4PI/9uL5bJ5rLXM8RFCVHHS4yNETVQOSQ8YJzsyx0cIURVJ4iOEMBsr2aRUCFHFSeIjhDCbopuUyl5d4kEkJyej0WiIj4+r7KaYpNuznXkjYmJlN0PcB0l8hBBmU3SOj6UkPkIY2bRpEwMGDMDX1xd3d3eCgoKYNGkSZ8+eNen81157jTZt2mBjY0NwcHCx44mJiTzzzDPUrVsXW1tb/P39mTZtGrm5uYYy//73v2nbti0uLi44ODgQHBzMmjVrjOpRShEVFYWXlxd2dnZ06dKFkydPPtS1VyWS+AghzMbodnYZ6hICgMzMTPr37094eDjNmzdn5cqV7Ny5k4ULF5KWlkbLli357rvvTKprxIgRDBw4sMRjVlZWDBs2jC1btpCYmMjSpUuJjo5mxowZhjJubm5MnTqV2NhYDh8+THh4OOHh4WzevNlQZsGCBXzwwQd8+umn7Nu3DwcHB0JDQ8nOzn64QFQRkvgIIczGeAFDSXwqmlIKfWZmxX5lZaHPzOR+9rvW6/UsWLCAgIAAbGxsaNiwIXPmzDEqk3zmDM917YK7izPt2rZm395Yw7Fr164xfOgQAvx8cHdx5rHWwXy97iuj87s925lJr09g6pQ3qe/pgV/D+syZ/bZRGQcbK778fCUv9P9f3F2cCWr6KD/9+KNRmaNHf6dvr554uLng26AeI8OH8+eff5p8rQDDhw8nMzOTEydOEBUVRefOnWnWrBmhoaEsX76cLVu2MHbsWGJjY8us5/3332fcuHH4+/uXeNzf35/w8HBatmyJj48PvXv3ZvDgwezevdtQJiQkhOeff55HH32URo0a8dprrxEUFMSePXuAgvfQ0qVLmTZtGn369CEoKIjVq1dz8eJFvv/++1LbFhISwquvvkpkZCRubm54enoyc+ZMozIajYbly5fTs2dP7O3tefTRR4mNjeXUqVOEhITg4OBAhw4dOH36tGmBfUBy24UQwmysLGwM/5fEp+KprCzOPdGuwl/3MhB48AAae3uTyk+ZMoXo6GiWLFlCx44duXTpEsePHzcqMysqirnvzqdRQACzZkQRNmwoR44dR6vVkpOdTatWrZk4aRLOTs5s2riBl8LD8Pf3p+1jjxvqWPuPNbzy2gR27P4v+/bt5eWXRvJE+w507tLFUGbunHd4Z+485sx7l0+WfcyIsGEknDyNm5sbN2/epHtoV8LCRzB/4SKysrOY/tZbDB38Ihs3x5h0rZs3b+bQoUPEx8djb2/PzJkz+eKLL7C1tWXmzJmMGjWK9PR05syZw5tvvsnOnTtNqtcUp06dYtOmTfTr16/E40optm3bRmJiIvPnzwfgzJkzpKSk0KVIjGrVqkW7du2IjY3lhRdeKPX1Vq1axcSJE9m3bx+xsbGEhYXx5JNP8uyzzxrKzJ49m8WLF7N48WImT57MoEGD8Pf3Z8qUKTRs2JARI0Ywfvx4Nm7caKYoFCeJjxDCbOSuLnEvaWlpvP/++3z00UcMHz4cgEaNGtGxY0ejcq+9/jrduncHYGpUFG2DW3L61CkCmzTBu149Jky8M6F47Ljx/BwTw7fffGOU+DRv0YK3pk0HIKBxY5Z/sowd27cZJT5Dhg5jwMCCD/NZs9/hk48/4rf9++kaGsryT5bRsmUws2a/Yyj/6YpoHmnkx8kTJ2j8yCP3vN7Vq1czYcIEHBwcWLNmDZ9++imfffYZ7u7uREREkJGRUdCOIUP4+9//TkZGBg4ODvcV07t16NCBgwcPkpOTw+jRo3n7beOerlu3blGvXj1ycnKwtLRk2bJlhuQkJSUFgLp16xqdU7duXcOx0gQFBRmG1Ro3bsxHH33E1q1bjRKf8PBwBgwYAMDkyZNp374906dPJzQ0FCiYxxQeHv4QV39vkvgIIczG2kLu6qpMGjs7GuzdV+Ixe2vz/7rX6/WkpqXh7OSExs7OpHMSEhLIycmhc+fOZZZr3qKF4f+enl4AXL16lcAmTcjPz2fh/Hf59pt/ceniRXQ6HTk5Odjf1ePUvHkLo8eenl5cvXql1NdxcHDA2dnZUObI4cPs2rkDDzeXYu1LSkoyKfE5cuQIERERAPz444+8+uqr9OzZEyiYS1OY8NnY2FCrVi1SU1MfOvFZt24daWlpxMfH88Ybb7Bo0SIiIyMNx52cnIiLiyM9PZ2tW7cyceJE/P39CQkJeajXDQoKMnrs5eXFlStXSi1TmFy1KPI9qFu3LtnZ2aSmpuLs7PxQ7SmNJD5CCLOROT6VS6PRlDrcZFEOiQ96PRZ5eVjY26MxcVFMOxMTJK3VnfdPYd16vR6AJYvfY9lHHzJ/0Xs0a94cB3sHIidFoNPpSq2jsJ7COgpZaUsvk56eTvcePZk9Z26x9nl6eZl0HXl5eYZr1ul0RkmN4+0NgwHOnTuHTqfDw8PDpHrL0qBBAwCaNm1Kfn4+o0ePJiIiAktLSwAsLCwICAgAIDg4mISEBObNm0dISAienp4AXL58Ga8i13j58uUS7yQrysqUeJfwfS3pubvPMyeZ3CyEMBvZq0vcS+PGjbGzs2Pr1q0PXMfeX36hR69evDhoMEFBLfHz9+dUOdxuHdyqFQnHjuHj60ujgACjL1N7ZQICAjhy5AgAHTt2JDo6mgsXLpCVlcWCBQsAOHv2LMOGDWPChAmG5MRc9Ho9ubm5ZSYSer2enJwcAPz8/PD09DT6/qSmprJv3z7at29v1rZVFkl8hBBmY691pJV7B9q4P4WNpWl/2YuaxdbWlsmTJxMZGcnq1as5ffo0e/fuZeXKlSbX0SgggG1bt7I39heOJyTwyrixXLly2extfXnMWK7fuE7Y0CEc+G0/SadPE7NlCy+PGkl+fr5JdTz//PMsW7YMgPHjx9OoUSPq16+Pq6ur4e6stm3b0qVLF6Kiosqs69SpU8TFxZGSkkJWVhZxcXHExcUZerrWrl3L119/TUJCAklJSXz99ddMmTKFgQMHGnpV5s2bR0xMDElJSSQkJPDee++xZs0ahgwZAhT0uEyYMIF33nmH//znPxw5coRhw4bh7e1N3759HySMVY78SSaEMBuNRsMbLRdUdjNEFTd9+nS0Wi1RUVFcvHgRLy8vxowZY/L5k6e8RfKZM/Tp2QM7e3tGjHyJnr17k3or1azt9PL2Zuv2nUyf+ha9e3QnJyeHhg196NK1KxYWpvUbDB06lKVLlzJ9+nRmz57NDz/8wI0bN7C0tMTZ2ZmxY8fi5eVl0lDh6NGjje76atWqFVBwJ5avry9arZb58+dz4sQJlFL4+Pgwfvx4Xn/9dcM5GRkZ/P3vf+f8+fPY2dnRpEkT/vGPfxitDRQZGUlGRgajR4/m5s2bdOzYkU2bNmFra2tq6Ko0jbqfxRdqgNTUVGrVqsWtW7fKbWJVVZSbm8uGDRvo3r17sXFaczhy/pbZ6ywvLerXKre6Jc7GyivW5RnnqhJjladDpV2hoY8PNiZ8IJXb5Obbk1BNTQRMlanLM2t9FenuWCcnJ9OtWzf8/PyIjIzkySefxNramnPnzhEdHc3OnTvZvn17qTEszzhXN9nZ2Zw5cwY/P79iiZipn981O4JCCCFEOfP19WX//v08/vjjhIWFYWtri7W1NU2bNiUpKYmVK1fW+ISmIslQlxBCCFHOnJycmDVrFrNmzeLatWtkZWXh6emJVisfwxVNIi6EEEJUoNq1a1d2E2o06VsTQgghRI0hiY8QQlRjCrk/RdQc5rgfSxIfIYSojiy0KCA7K6uyWyJEhcnMzASKrxJ9P2SOjxBCVEMaCwuwsufPq1cBsLWzQ0Ppa8FY6MvndnadTkd2drbZ70rKqca3s5s71uUZ5+pCKUVmZiZXrlzBxcXloVa4lsRHCCGqKQsHV/QZcOXK1TJSngLWWvN/YCqlyMrKws7OzuS9ukylyyu/vZrKm7ljXZ5xrm5cXFwM+4k9KEl8hBCimtJoNFg6uqH0LqAvu4fEz9PJ7K+fm5vLrl276NSpk9kXijyRkmbW+iqSuWNdnnGuTqysrMyyl5kkPkIIUc1pLCygyAaxJSmP7QYsLS3Jy8vD1tbW7B/IGm2OWeurSOaOdXnGuSaqmYOFQgghhKiRJPERQgghRI0hiY8QQgghagyZ43OXwsWRUlNTK7klFSs3N5fMzExSU1PLZQw5Pa36xDM1tfzumpA4GyuvWJdnnKtbjAuVR6wlziUzd6zL+/fGX0Xh5/a9FjmUxOcuaWkFdxI0aNCgklsihBBCiPuVlpZGrVq1Sj2uUeZY//kvRK/Xc/HiRZycnGrUegmpqak0aNCAc+fO4ezsXNnN+cuSOFcMiXPFkDhXDImzaZRSpKWl4e3tXeZCj9LjcxcLCwvq169f2c2oNM7OzvKDVQEkzhVD4lwxJM4VQ+J8b2X19BSSyc1CCCGEqDEk8RFCCCFEjSGJjwDAxsaGGTNmYGNjU9lN+UuTOFcMiXPFkDhXDImzecnkZiGEEELUGNLjI4QQQogaQxIfIYQQQtQYkvgIIYQQosaQxEcIIYQQNYYkPn8hu3btolevXnh7e6PRaPj+++8Nx3Jzc5k8eTItWrTAwcEBb29vhg0bxsWLF4vV89NPP9GuXTvs7OxwdXWlb9++RsfPnj1Ljx49sLe3x8PDgzfeeIO8vLxyvrqqwxxxPnHiBH369MHd3R1nZ2c6duzI9u3bjcpInEuPM8DMmTNp0qQJDg4OuLq60qVLF/bt22dU5vr16wwePBhnZ2dcXFwYOXIk6enpRmUOHz7MU089ha2tLQ0aNGDBggXlfWlVysPGOTk5mZEjR+Ln54ednR2NGjVixowZ6HQ6o3okzg//fi6Uk5NDcHAwGo2GuLg4o2M1Pc6mkMTnLyQjI4OWLVvy8ccfFzuWmZnJwYMHmT59OgcPHuTf//43iYmJ9O7d26jct99+y9ChQwkPDyc+Pp7//ve/DBo0yHA8Pz+fHj16oNPp+OWXX1i1ahVffvklUVFR5X59VYU54tyzZ0/y8vLYtm0bBw4coGXLlvTs2ZOUlBRA4gxlxxngkUce4aOPPuLIkSPs2bMHX19funbtytWrVw1lBg8ezNGjR4mJiWH9+vXs2rWL0aNHG46npqbStWtXfHx8OHDgAAsXLmTmzJmsWLGi3K+vqnjYOB8/fhy9Xs/y5cs5evQoS5Ys4dNPP+Wtt94y1CFxNs/7uVBkZCTe3t7Fnpc4m0iJvyRAfffdd2WW+fXXXxWg/vjjD6WUUrm5uapevXrqs88+K/WcDRs2KAsLC5WSkmJ47pNPPlHOzs4qJyfHLG2vTh4kzlevXlWA2rVrl6FMamqqAlRMTIxSSuJ8N1PifOvWLQWon3/+WSml1LFjxxSg9u/fbyizceNGpdFo1IULF5RSSi1btky5uroaxXTy5MkqMDDQ/BdRDTxInEuyYMEC5efnZ3gscTb2MHHesGGDatKkiTp69KgC1KFDhwzHJM6mkR6fGuzWrVtoNBpcXFwAOHjwIBcuXMDCwoJWrVrh5eXFc889x++//244JzY2lhYtWlC3bl3Dc6GhoaSmpnL06NGKvoRq4e44165dm8DAQFavXk1GRgZ5eXksX74cDw8P2rRpA0ic75dOp2PFihXUqlWLli1bAgUxdHFxoW3btoZyXbp0wcLCwjCEEBsbS6dOnbC2tjaUCQ0NJTExkRs3blTsRVQDJcW5JLdu3cLNzc3wWOJ8f0qL8+XLlxk1ahRr1qzB3t6+2HkSZ9NI4lNDZWdnM3nyZF588UXDpndJSUlAwVjztGnTWL9+Pa6uroSEhHD9+nUAUlJSjD6MAcPjwmEacUdJcdZoNPz8888cOnQIJycnbG1tWbx4MZs2bcLV1RWQOJtq/fr1ODo6Ymtry5IlS4iJicHd3R0oiJOHh4dRea1Wi5ubmyGGEmfTlBXnu506dYoPP/yQl19+2fCcxNk0ZcVZKUVYWBhjxowxSuaLkjibRhKfGig3N5cBAwaglOKTTz4xPK/X6wGYOnUqf/vb32jTpg1ffPEFGo2Gf/3rX5XV3GqrtDgrpRg3bhweHh7s3r2bX3/9lb59+9KrVy8uXbpUiS2ufp555hni4uL45Zdf6NatGwMGDODKlSuV3ay/HFPjfOHCBbp160b//v0ZNWpUJbS0eisrzh9++CFpaWlMmTKlkltZ/UniU8MUfhj/8ccfxMTEGHohALy8vABo2rSp4TkbGxv8/f05e/YsAJ6enly+fNmozsLHnp6e5d38aqOsOG/bto3169fz1Vdf8eSTT9K6dWuWLVuGnZ0dq1atAiTOpnJwcCAgIIAnnniClStXotVqWblyJVAQp7s/nPPy8rh+/bohhhJn05QV50IXL17kmWeeoUOHDsUm00qcTVNWnLdt20ZsbCw2NjZotVoCAgIAaNu2LcOHDwckzqaSxKcGKfwwPnnyJD///DO1a9c2Ot6mTRtsbGxITEw0Oic5ORkfHx8A2rdvz5EjR4w+UAo/2IsmTDXZveKcmZkJgIWF8Y+fhYWFoddN4vxg9Ho9OTk5QEEMb968yYEDBwzHt23bhl6vp127doYyu3btIjc311AmJiaGwMBAw7CjKK5onKGgpyckJMTQS3z3e1vi/GCKxvmDDz4gPj6euLg44uLi2LBhAwDr1q1jzpw5gMTZZJU7t1qYU1pamjp06JA6dOiQAtTixYvVoUOH1B9//KF0Op3q3bu3ql+/voqLi1OXLl0yfBW9A+C1115T9erVU5s3b1bHjx9XI0eOVB4eHur69etKKaXy8vJU8+bNVdeuXVVcXJzatGmTqlOnjpoyZUplXXaFe9g4X716VdWuXVv169dPxcXFqcTERDVp0iRlZWWl4uLilFISZ6XKjnN6erqaMmWKio2NVcnJyeq3335T4eHhysbGRv3++++GOrp166ZatWql9u3bp/bs2aMaN26sXnzxRcPxmzdvqrp166qhQ4eq33//XX311VfK3t5eLV++vDIuuVI8bJzPnz+vAgICVOfOndX58+eN3vOFJM7meT8XdebMmWJ3dUmcTSOJz1/I9u3bFVDsa/jw4YYfkpK+tm/fbqhDp9OpiIgI5eHhoZycnFSXLl2K/eAlJyer5557TtnZ2Sl3d3cVERGhcnNzK/hqK4854rx//37VtWtX5ebmppycnNQTTzyhNmzYYPQ6EufS45yVlaWef/555e3traytrZWXl5fq3bu3+vXXX43quHbtmnrxxReVo6OjcnZ2VuHh4SotLc2oTHx8vOrYsaOysbFR9erVU++++25FXmale9g4f/HFF6W+54uSOD/8+7mokhIfpSTOptAopZS5e5GEEEIIIaoimeMjhBBCiBpDEh8hhBBC1BiS+AghhBCixpDERwghhBA1hiQ+QgghhKgxJPERQgghRI0hiY8QQgghagxJfIQQVZJGo+H777+v7GYAMHPmTIKDgx/o3KFDhzJ37lzzNqgEb775Jq+88kq5v44Q1Z0kPkIIUYQ5E674+Hg2bNjAq6++apb6yjJp0iRWrVpFUlJSub+WENWZJD5CCFFOPvzwQ/r374+jo2O5v5a7uzuhoaF88skn5f5aQlRnkvgIUcOtX78eFxcX8vPzAYiLi0Oj0fDmm28ayrz00ksMGTIEgGvXrvHiiy9Sr1497O3tadGiBf/85z8NZVesWIG3t7dhp/lCffr0YcSIEYbHP/zwA61bt8bW1hZ/f39mzZpFXl5eqe08d+4cAwYMwMXFBTc3N/r06UNycrLheFhYGH379mXRokV4eXlRu3Ztxo0bZ7RT9aVLl+jRowd2dnb4+fnxf//3f/j6+rJ06VIAfH19AXj++efRaDSGx4XWrFmDr68vtWrV4oUXXiAtLa3U9ubn5/PNN9/Qq1cvo+d9fX2ZO3cuI0aMwMnJiYYNG7JixQrD8eTkZDQaDV9//TVPPfUUdnZ2PPbYY5w4cYL9+/fTtm1bHB0dee6557h69apR3b169eKrr74qtU1CCGR3diFqups3byoLCwu1f/9+pZRSS5cuVe7u7qpdu3aGMgEBASo6OlopVbAb98KFC9WhQ4fU6dOn1QcffKAsLS3Vvn37lFJKXb9+XVlbW6uff/7ZcP61a9eMntu1a5dydnZWX375pTp9+rTasmWL8vX1VTNnzjScA6jvvvtOKVWwee6jjz6qRowYoQ4fPqyOHTumBg0apAIDAw273g8fPlw5OzurMWPGqISEBPXjjz8qe3t7tWLFCkOdXbp0UcHBwWrv3r3qwIED6umnn1Z2dnZqyZIlSimlrly5ogD1xRdfqEuXLqkrV64opZSaMWOGcnR0VP369VNHjhxRu3btUp6enuqtt94qNa4HDx5UgEpJSTF63sfHR7m5uamPP/5YnTx5Us2bN09ZWFio48ePK6XubD7ZpEkTtWnTJnXs2DH1xBNPqDZt2qiQkBC1Z88edfDgQRUQEKDGjBljVHdCQoIC1JkzZ8r4jgtRs0niI4RQrVu3VgsXLlRKKdW3b181Z84cZW1trdLS0tT58+cVoE6cOFHq+T169FARERGGx3369FEjRowwPF6+fLny9vZW+fn5SimlOnfurObOnWtUx5o1a5SXl5fhcdHEZ82aNSowMFDp9XrD8ZycHGVnZ6c2b96slCpIfHx8fFReXp6hTP/+/dXAgQOVUneSgsIETymlTp48qQBD4nP36xaaMWOGsre3V6mpqYbn3njjDaPk8G7fffedsrS0NGqzUgWJz5AhQwyP9Xq98vDwUJ988olS6k7i89lnnxnK/POf/1SA2rp1q+G5efPmqcDAQKO6b926pQC1Y8eOUtslRE0nQ11CCJ5++ml27NiBUordu3fTr18/Hn30Ufbs2cPOnTvx9vamcePGQMEQzuzZs2nRogVubm44OjqyefNmzp49a6hv8ODBfPvtt+Tk5ACwdu1aXnjhBSwsCn7lxMfH8/bbb+Po6Gj4GjVqFJcuXSIzM7NY++Lj4zl16hROTk6G8m5ubmRnZ3P69GlDuWbNmmFpaWl47OXlxZUrVwBITExEq9XSunVrw/GAgABcXV1NipGvry9OTk4l1l2SrKwsbGxs0Gg0xY4FBQUZ/q/RaPD09CxWV9EydevWBaBFixZGz919jp2dHUCJMRRCFNBWdgOEEJUvJCSEzz//nPj4eKysrGjSpAkhISHs2LGDGzdu8PTTTxvKLly4kPfff5+lS5fSokULHBwcmDBhAjqdzlCmV69eKKX46aefeOyxx9i9ezdLliwxHE9PT2fWrFn069evWFtsbW2LPZeenk6bNm1Yu3ZtsWN16tQx/N/KysromEajKTbX6EHdb93u7u5kZmai0+mwtra+77qKlilMnu5+7u5zrl+/DhjHRAhhTBIfIQRPPfUUaWlpLFmyxJDkhISE8O6773Ljxg0iIiIMZf/73//Sp08fw2RnvV7PiRMnaNq0qaGMra0t/fr1Y+3atZw6dYrAwECjnpbWrVuTmJhIQECASe1r3bo169atw8PDA2dn5we6xsDAQPLy8jh06BBt2rQB4NSpU9y4ccOonJWVlWGi98MoXPfn2LFjD7wG0P36/fffsbKyolmzZhXyekJURzLUJYTA1dWVoKAg1q5dS0hICACdOnXi4MGDnDhxwqjHp3HjxsTExPDLL7+QkJDAyy+/zOXLl4vVOXjwYH766Sc+//xzBg8ebHQsKiqK1atXM2vWLI4ePUpCQgJfffUV06ZNK7F9gwcPxt3dnT59+rB7927OnDnDjh07ePXVVzl//rxJ19ikSRO6dOnC6NGj+fXXXzl06BCjR4/Gzs7OaDjK19eXrVu3kpKSUiwpuh916tShdevW7Nmz54HruF+7d+823AkmhCiZJD5CCKBgnk9+fr4h8XFzc6Np06Z4enoSGBhoKDdt2jRat25NaGgoISEheHp60rdv32L1/c///A9ubm4kJiYyaNAgo2OhoaGsX7+eLVu28Nhjj/HEE0+wZMkSfHx8Smybvb09u3btomHDhob5RyNHjiQ7O/u+eoBWr15N3bp16dSpE88//zyjRo3CycnJaHjtvffeIyYmhgYNGtCqVSuT6y7JSy+9VOLwXHn56quvGDVqVIW9nhDVkUYppSq7EUIIURnOnz9PgwYN+Pnnn+ncubPZ68/KyiIwMJB169bRvn17s9df1MaNG4mIiODw4cNotTKLQYjSyE+HEKLG2LZtG+np6bRo0YJLly4RGRmJr68vnTp1KpfXs7OzY/Xq1fz555/lUn9RGRkZfPHFF5L0CHEP0uMjhKgxNm/eTEREBElJSTg5OdGhQweWLl1a6hCbEOKvRxIfIYQQQtQYMrlZCCGEEDWGJD5CCCGEqDEk8RFCCCFEjSGJjxBCCCFqDEl8hBBCCFFjSOIjhBBCiBpDEh8hhBBC1BiS+AghhBCixpDERwghhBA1xv8D8oZnGs2ovWAAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_power(sim_data, title, linestyle=\"-\"):\n", + " for i in range(num_freqs_design):\n", + " freq = freqs_design[i]\n", + " amps = sim_data[mnts_mode[i].name].amps\n", + " powers = np.abs(amps.sel(direction=\"+\", mode_index=0)) ** 2\n", + " wvl_nm = 1000 * td.C_0 / freq\n", + " flux_data = sim_data[mnts_flux[i].name]\n", + " wavelengths_nm = 1000 * td.C_0 / np.array(flux_data.flux.f)\n", + " flux = np.array(powers.values)\n", + " loss_db = 10 * np.log10(flux)\n", + " label = f\"channel @ {int(wvl_nm)} nm\"\n", + " fmin, fmax = channel_bounds[i]\n", + " plt.gca().axvspan(1000 * td.C_0 / fmin, 1000 * td.C_0 / fmax, alpha=0.2)\n", + " plt.plot(wavelengths_nm, loss_db, label=label, linestyle=linestyle)\n", + " plt.scatter([wvl_nm], [0], 100, marker=\"*\")\n", + " plt.xlabel(\"wavelength (nm)\")\n", + " plt.ylabel(\"insertion loss (dB)\")\n", + " plt.legend()\n", + " plt.grid(\"on\")\n", + " plt.title(title)\n", + " plt.show()\n", + "\n", + "\n", + "plot_power(\n", + " sim_data_final_predicted, \"power at mode_index=0 (with fabrication prediction)\"\n", + ")\n", + "plot_power(\n", + " sim_data_final,\n", + " \"power at mode_index=0 (without fabrication prediction)\",\n", + " linestyle=\"--\",\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "5423e5c7-5e00-4a8f-b0fd-ccdbe1afc42c", + "metadata": {}, + "source": [ + "### Fields\n", + "\n", + "Let's also plot the field intensity patterns at each of the design wavelengths for the predicted design.\n", + "\n", + "We see from this plot the expected result that the power is directed to the design port at each frequency." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3f5c895a-4543-4e2a-b34d-3aeab61c5914", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot fields at the two design wavelengths\n", + "\n", + "fig, axes = plt.subplots(\n", + " 1, num_freqs_design, tight_layout=True, figsize=(15, 0.8 * num_freqs_design)\n", + ")\n", + "\n", + "for freq, ax in zip(freqs_design, axes):\n", + " sim_data_final_predicted.plot_field(\"field\", \"E\", \"abs^2\", f=freq, ax=ax, vmax=1200)\n", + " wvl = 1000 * td.C_0 / freq\n", + " ax.set_title(f\"wavelength = {int(wvl)} nm\")" + ] + }, + { + "cell_type": "markdown", + "id": "5997d513-a66e-44b6-81ce-ce7b7d59762a", + "metadata": {}, + "source": [ + "### Animation\n", + "\n", + "Finally, we animate this plot as a function of iteration number. The animation shows the device quickly accomplishing our design objective.\n", + "\n", + "> Note: can take a few minutes to complete" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "2cb45408-ffe0-4406-92e2-c2c4c79d8750", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.animation as animation\n", + "from IPython.display import HTML\n", + "\n", + "fig, ax1 = fig, axes = plt.subplots(1, 1, tight_layout=False, figsize=(9, 4))\n", + "\n", + "\n", + "def animate(i):\n", + " sim_i = get_sim(params_history[i], beta_history[i])\n", + " sim_i.plot_eps(z=0.01, monitor_alpha=0, source_alpha=0, ax=ax1)\n", + " ax1.set_aspect(\"equal\")\n", + "\n", + "\n", + "# create animation\n", + "ani = animation.FuncAnimation(fig, animate, frames=len(beta_history))\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fc5bd204-d290-42bf-b3bc-187ce4ffa026", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# display the animation (press \"play\" to start)\n", + "HTML(ani.to_jshtml())" + ] + }, + { + "cell_type": "markdown", + "id": "8dfd4b1c-0f7b-438d-9c06-1abd3c2f8aa3", + "metadata": {}, + "source": [ + "To save the animation as a file, uncomment the line below\n", + "\n", + "> Note: can take several more minutes to complete" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "20b92a33-34b6-4c55-8036-99c19a05d251", + "metadata": {}, + "outputs": [], + "source": [ + "# ani.save(\"img/animation_wdm_autograd.gif\", fps=30)" + ] + }, + { + "cell_type": "markdown", + "id": "ddbb4884", + "metadata": {}, + "source": [ + "## Export to GDS\n", + "The `Simulation` object has the [.to_gds_file](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Simulation.html#tidy3d.Simulation.to_gds_file) convenience function to export the final design to a `GDS` file. In addition to a file name, it is necessary to set a cross-sectional plane (`z = 0` in this case) on which to evaluate the geometry, a `frequency` to evaluate the permittivity, and a `permittivity_threshold` to define the shape boundaries in custom mediums. See the [GDS export](https://www.flexcompute.com/tidy3d/examples/notebooks/GDSExport/) notebook for a detailed example on using `.to_gds_file` and other GDS related functions.\n", + "\n", + "> **For FAID:** Even though we optimize based on the predicted (fabricated) structure, we export the final idealized (not predicted) design. By accounting for fabrication imperfections during optimization, we aim for the structure that is ultimately fabricated to perform at its best.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "9f283dab", + "metadata": {}, + "outputs": [], + "source": [ + "# sim_final.to_gds_file(\n", + "# fname=\"./misc/inv_des_wdm_ag_FAID.gds\",\n", + "# z=0,\n", + "# permittivity_threshold=(n_si**2 + 1) / 2,\n", + "# frequency=freq0,\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36bcb1fa-531a-4636-97b6-6d2c10d8fa7a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60b5fb7b-d554-4179-a75c-ab979bef3777", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "applications": [ + "Passive photonic integrated circuit components" + ], + "description": "This notebook demonstrates the adjoint optimization of a wavelength division multiplexer using autograd with PreFab for fabrication awareness.", + "feature_image": "./img/prefab_wdm.png", + "features": [ + "Adjoint inverse design", + "2D simulation" + ], + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "keywords": "inverse design, WDM, design optimization, adjoint, Tidy3D, FDTD, PreFab, fabrication awareness", + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + }, + "title": "Adjoint Optimization of a WDM in Tidy3D with PreFab for Fabrication Awareness | Flexcompute" + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/features/autograd.rst b/docs/features/autograd.rst index a814d8ef..9435887e 100644 --- a/docs/features/autograd.rst +++ b/docs/features/autograd.rst @@ -28,3 +28,4 @@ The adjoint method is an extremely powerful tool for photonics optimization, all ../../Autograd20MetalensWaveguideTaper ../../Autograd21GaPLightExtractor ../../Autograd22PhotonicCrystal + ../../Autograd23FabricationAwareInvdes diff --git a/img/flux_ID_nopredict.png b/img/flux_ID_nopredict.png new file mode 100644 index 00000000..3b1e6888 Binary files /dev/null and b/img/flux_ID_nopredict.png differ diff --git a/img/flux_ID_predict.png b/img/flux_ID_predict.png new file mode 100644 index 00000000..b8ba0012 Binary files /dev/null and b/img/flux_ID_predict.png differ diff --git a/img/prefab_wdm.png b/img/prefab_wdm.png new file mode 100644 index 00000000..2cc169e7 Binary files /dev/null and b/img/prefab_wdm.png differ diff --git a/misc/optimization_history_FAID_4ch_R100_1filter_buffer.pkl b/misc/optimization_history_FAID_4ch_R100_1filter_buffer.pkl new file mode 100644 index 00000000..ca7b94fa Binary files /dev/null and b/misc/optimization_history_FAID_4ch_R100_1filter_buffer.pkl differ diff --git a/misc/optimization_history_ID_4ch_R100_1filter_penalty_buffer.pkl b/misc/optimization_history_ID_4ch_R100_1filter_penalty_buffer.pkl new file mode 100644 index 00000000..d9acc088 Binary files /dev/null and b/misc/optimization_history_ID_4ch_R100_1filter_penalty_buffer.pkl differ